FashionMV: Product-Level Composed Image Retrieval with Multi-View Fashion Data
Paper • 2604.10297 • Published
Datasets:
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
source_id: string
target_id: string
dataset: string
views_involved: list<item: string>
child 0, item: string
modification_text_short: string
modification_text_long: string
long_caption: string
short_caption: string
product_id: string
to
{'product_id': Value('string'), 'dataset': Value('string'), 'long_caption': Value('string'), 'short_caption': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1835, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 621, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 361, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
source_id: string
target_id: string
dataset: string
views_involved: list<item: string>
child 0, item: string
modification_text_short: string
modification_text_long: string
long_caption: string
short_caption: string
product_id: string
to
{'product_id': Value('string'), 'dataset': Value('string'), 'long_caption': Value('string'), 'short_caption': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
product_id string | dataset string | long_caption string | short_caption string |
|---|---|---|---|
91100156 | f200k | This is a women's pleated midi skirt crafted from a textured, heathered fabric in a warm red-orange hue with subtle tonal variations. The skirt features a classic A-line silhouette designed to sit at the natural waist with a fitted, narrow waistband that likely conceals a side or back zipper closure. The garment falls ... | A pleated midi skirt in red-orange textured tweed fabric featuring an A-line silhouette, natural waist fit, and below-knee length. The heathered material with vertical pleating creates movement and visual interest, suitable for versatile styling from casual to semi-formal occasions. |
89328361 | f200k | This sophisticated white dress embodies elegant minimalism with its clean architectural lines and refined silhouette. The garment features a high mock neckline that frames the face, paired with long sleeves for a modest yet modern aesthetic. The bodice is precisely fitted through the waist, where a striking gold metall... | White high-neck long-sleeve A-line dress with gold metallic belt, structured knee-length silhouette, and elegant minimalist design suitable for formal occasions. |
2726478 | fashiongen_train | This vibrant yellow pullover hoodie from Helmut Lang embodies contemporary streetwear aesthetics with its relaxed, slightly oversized silhouette and bold color statement. Crafted from premium soft cotton fleece or French terry, the garment delivers exceptional comfort with a substantial mid-weight hand feel that provid... | Vibrant yellow relaxed-fit cotton fleece hoodie featuring a drawstring hood, front kangaroo pocket, and ribbed cuffs and hem. Detailed with a subtle chest logo on the wearer's right side and bold 'HELMUT LANG' text print across the back. Contemporary streetwear style with soft, mid-weight construction. |
WOMEN/Rompers_Jumpsuits/id_00005668/02 | deepfashion | This elegant royal blue sleeveless jumpsuit combines sophisticated tailoring with flowing comfort for a versatile semi-formal ensemble. The garment features a deep V-neckline in the front with a functional button-down closure consisting of six dark buttons running vertically down the center bodice. The fitted bodice in... | Elegant royal blue sleeveless jumpsuit featuring a V-neckline with button-front closure, flowing wide-leg palazzo pants, and a striking crisscross open-back design. Includes side pockets and pleated waist in smooth woven fabric for a sophisticated silhouette. |
2097447 | fashiongen_train | This light grey heather knit sweater dress features a distinctive all-over pattern of black swallow birds in various flight poses, creating a bold graphic statement against the neutral base. The garment is constructed as a long-sleeved mini dress with a classic crew neckline and a relaxed, straight silhouette that fall... | A light grey knit sweater dress featuring an all-over black swallow bird pattern, with long sleeves, crew neckline, relaxed straight fit, and above-knee length. The graphic intarsia-style motif creates bold contrast against the heathered base, offering a casual yet distinctive contemporary look. |
316903 | fashiongen_train | This contemporary two-piece outfit comprises a heather grey cropped sweatshirt and a navy blue patterned mini skirt. The sweatshirt is constructed from a soft cotton or cotton-blend fleece fabric, featuring a classic crew neckline, long sleeves with ribbed knit cuffs, and a deliberately cropped hem that falls above the... | Grey cropped 'CARVEN' logo sweatshirt paired with a navy blue abstract-patterned flared mini skirt. The outfit combines a casual crew-neck fleece top with metallic gold lettering and a structured, voluminous A-line skirt featuring a white geometric design. |
90307552 | f200k | This sleeveless button-up blouse features a vibrant color-blocked design with horizontal bands of lime green, pale blue, navy, coral, and pale pink. Each colored section is adorned with a delicate white geometric diamond print that creates visual texture throughout the garment. The blouse is crafted from a lightweight,... | A sleeveless button-up blouse with horizontal color-blocking in lime green, blue, navy, coral, and pink, featuring a white geometric diamond print, point collar, and relaxed fit. |
52419964 | f200k | This is a women's short-sleeved crew neck t-shirt crafted from white cotton jersey fabric with a smooth, lightweight hand feel. The garment features a regular fit with a straight hem that falls at hip length, offering versatile styling options for tucking or wearing loose. The front showcases a prominent dictionary-sty... | White cotton crew neck t-shirt featuring a prominent dictionary-style 'Fashion Icon' graphic print with humorous Anna Wintour definition and phonetic spelling. Short sleeves, regular fit, straight hem falling at hip length. Plain unadorned back. Casual statement piece combining minimalist construction with bold fashion... |
77855055 | f200k | This sporty shift dress combines athletic aesthetics with contemporary casual elegance, creating a statement piece that bridges streetwear and refined fashion. The garment features a relaxed, straight silhouette with elbow-length set-in sleeves and a clean round neckline that frames the collarbone. The front showcases ... | Sporty short-sleeve shift dress featuring a bold '22' graphic on the front, color-blocked design in black, navy, and white with speckled print panels, exposed center back zipper, relaxed straight silhouette, and lightweight woven fabric with slight sheerness. |
1260973 | fashiongen_train | This is a men's longline t-shirt in solid black, crafted from a soft jersey knit fabric with a smooth, matte finish. The garment features a relaxed fit through the body with a streamlined silhouette that extends into an elongated hem, creating a contemporary longline aesthetic suitable for layering or standalone wear. ... | A black longline t-shirt featuring a wide scoop neckline, short sleeves, and a distinctive asymmetrical side zipper on the wearer's left. Crafted from soft jersey fabric with a relaxed fit and elongated hem, this minimalist piece combines casual comfort with edgy architectural detailing for contemporary streetwear styl... |
2157347 | fashiongen_train | This men's short-sleeve t-shirt showcases a striking black and grey tie-dye pattern created through an acid-wash or bleach-splatter technique, resulting in irregular mottled patches of grey and white against a black base. The garment is crafted from a medium-weight cotton jersey fabric that appears soft with a slightly... | A black and grey tie-dye short-sleeve t-shirt featuring a relaxed oversized fit, crew neckline, and small red logo on the left chest. The acid-wash pattern creates a mottled effect on cotton jersey fabric, with dropped shoulders and a clean back design for a casual streetwear aesthetic. |
91042010 | f200k | These women's jeggings feature a sleek, streamlined design crafted from dark navy stretch denim with a subtle indigo wash. The garment utilizes a wide, smooth elastic waistband that sits at the natural waist, eliminating the need for buttons, zippers, or belt loops for a clean, pull-on silhouette. The front features fa... | Dark navy pull-on jeggings with wide elastic waistband, faux front pockets, functional back pockets with contrast stitching, and skinny leg fit. Stretch denim fabric with golden topstitching. Streamlined silhouette without buttons or zippers. |
90981364 | f200k | This is a glamorous dark teal sequined turtleneck midi dress designed for evening wear and special occasions. The garment features a striking all-over sequin embellishment in a deep blue-green petrol shade, creating an iridescent, light-catching effect that shimmers with movement. The dress is constructed with a high t... | Dark teal sequined turtleneck midi dress featuring long sleeves and a fitted bodycon silhouette. The all-over iridescent sequin embellishment creates a dramatic shimmering effect in a deep blue-green shade. Midi length hits mid-calf. This glamorous evening wear piece combines full coverage with sparkling texture, offer... |
89794949 | f200k | This women's cropped jacket showcases a vibrant red base adorned with an intricate all-over black floral botanical print, reminiscent of cherry blossoms or abstract branches. The garment embodies a contemporary bomber-jacket aesthetic with a sophisticated twist, featuring a structured, boxy silhouette that crops at the... | Cropped red bomber jacket with black floral jacquard print, featuring collarless round neckline, center front zipper, and black ribbed cuffs and hem. Structured boxy silhouette with long sleeves and no visible pockets. Styled with black turtleneck and burgundy cropped trousers for a chic transitional look. |
89018402 | f200k | These women's cropped capri pants present a refined, versatile wardrobe staple in a crisp, solid white colorway. The design features a slim-straight silhouette that skims the body without being overly tight, offering a flattering fit that works for various body types. The mid-rise waistband sits comfortably at the natu... | White cropped capri pants featuring a slim-straight silhouette, mid-rise waist with button-zip closure, and distinctive side-hem button detail on the wearer's right leg. Crisp cotton blend fabric in solid white with belt loops and hand pockets. |
1903923 | fashiongen_train | This avant-garde long-sleeve top showcases a sophisticated asymmetrical design in an off-white or ivory cream hue. Crafted from a lightweight, semi-sheer ribbed knit fabric, the garment's defining feature is its sculptural draped neckline that creates a dramatic diagonal line across the upper body. On the wearer's righ... | An avant-garde off-white asymmetrical knit top featuring a draped high-neck design that transitions from a fitted mock neck on the wearer's right to a draped shoulder on the left. Crafted from lightweight semi-sheer ribbed fabric with long sleeves and a relaxed fit. |
89011268 | f200k | These are high-waisted white wide-leg trousers designed for formal or business casual wear. The garment features a structured, clean silhouette with a high-rise waistband that sits at the natural waist. The front view reveals dual pleats on each side of the center front, creating elegant draping and added volume throug... | High-waisted white wide-leg trousers with front pleating and asymmetrical single back pocket. Crisp structured fabric with concealed front closure, belt loops, and side pockets. Full-length straight hem suitable for formal or business casual wear. |
955903 | fashiongen_train | This contemporary midi-length pencil skirt features a striking asymmetrical color-block design that combines solid black with light blue and white vertical pinstripes. The garment is constructed with a diagonal seam that divides the skirt into two distinct panels: the wearer's left side and back are rendered in solid b... | A contemporary asymmetrical midi pencil skirt featuring bold color-blocking with solid black and light blue pinstriped panels, a distinctive circular side cut-out detail on the wearer's right, and a high waist. The diagonal seam design creates a modern, avant-garde silhouette with a fitted shape and asymmetrical hem. |
91012517 | f200k | This elegant sleeveless dress features a sophisticated high-low silhouette crafted from lightweight, flowing black chiffon or georgette fabric. The garment showcases a fitted bodice with a round scoop neckline accented by a delicate keyhole opening at the center front, while the back maintains a clean, simple round nec... | Sleeveless black chiffon dress with asymmetrical high-low hem, round neckline with front keyhole, and fitted waist. Features flowing midi-length back and shorter front hemline in lightweight fabric. |
91351088 | f200k | This is a women's long-sleeved maxi dress in solid black, crafted from a soft, flowing jersey fabric that drapes elegantly to the floor. The dress features a dramatic plunging V-neckline that extends to a distinctive twisted knot detail at the waist, creating a gathered, ruched effect across the bodice. Long fitted sle... | A black long-sleeved maxi dress featuring a plunging V-neckline, twisted waist detail, and asymmetrical high slit on the wearer's right side. Crafted from flowing jersey fabric with a floor-length hem, this elegant evening gown combines sophisticated draping with bold design elements. |
90212133 | f200k | These women's cargo pants artfully blend utilitarian functionality with subtle feminine detailing, presented in a versatile olive green khaki hue. Constructed from structured cotton twill fabric with visible contrast topstitching throughout, the garment features a mid-rise waistband equipped with belt loops and a secur... | Olive green slim-fit cargo pants with ankle-length cut and mid-rise waist. Features flap-closure side pockets and asymmetrical back pockets with heart-shaped stitching on the wearer's right side. Crafted from cotton twill with visible topstitching. Button-zip fly closure with belt loops. |
91390222 | f200k | This elegant women's blouse showcases a sophisticated dark charcoal or deep plum base color adorned with an intricate all-over floral botanical print. The print features an artful scattering of delicate flowers in soft pink, white, and periwinkle blue hues, interspersed with sage green stems and foliage, creating a rom... | Women's floral print blouse featuring a front twist knot detail, three-quarter elasticized sleeves, round neckline with back keyhole closure, and a relaxed fit in a dark charcoal base with colorful botanical patterns. |
2842178 | fashiongen_train | This is a classic women's denim trucker jacket in a rich indigo blue wash with subtle vintage-inspired fading. The jacket features a timeless design with a pointed collar, center-front button placket with silver-toned metal hardware, and long sleeves with adjustable button cuffs. The silhouette is structured and slight... | Classic indigo blue denim trucker jacket with silver button-front closure, symmetrical chest pockets with flaps, pointed collar, and long sleeves with button cuffs. Features cropped waist-length cut, adjustable back waist tabs with buttons, contrast golden topstitching, and structured medium-weight cotton denim constru... |
1822583 | fashiongen_train | This sleeveless blouse showcases a refined vertical pinstripe pattern in alternating beige and dark brown tones, creating a sophisticated neutral palette. Crafted from a lightweight, crisp woven fabric—likely cotton or a cotton-poplin blend—the garment offers both structure and breathability. The front features a clean... | Sleeveless pinstriped blouse featuring a band collar, partial button front, and distinctive twisted back strap detail. Crafted from lightweight woven fabric with vertical beige and brown stripes, relaxed fit, and curved hem. Styled with matching wide-leg cropped trousers with drawstring waist for a coordinated minimali... |
91373886 | f200k | This is a sophisticated women's sleeveless shift dress in a vibrant royal blue hue, crafted from lightweight, flowy fabric that appears to be chiffon or crepe with a soft matte finish. The dress features a distinctive high neckline adorned with an oversized, elegant bow tie at the center front, with long fabric ends th... | Sophisticated royal blue sleeveless shift dress featuring a dramatic high neck bow tie with cascading fabric ends, relaxed A-line silhouette, and lightweight flowy chiffon-like fabric. Short above-knee length with high armholes, back button closure, and slightly sheer hem. Perfect for cocktail events or semi-formal occ... |
WOMEN/Rompers_Jumpsuits/id_00006179/03 | deepfashion | This women's romper features a vibrant floral print on a black background, showcasing large blue flowers complemented by smaller orange and yellow blooms and green foliage. The garment is designed with a deep V-neckline at the front and a straight across neckline at the back, both supported by thin spaghetti straps ado... | A sleeveless floral romper featuring a black base with vibrant blue flowers, deep V-neckline, straight back, and distinctive scalloped lace-trimmed spaghetti straps. The elasticized waist creates a blouson bodice effect above relaxed-fit shorts with a mid-thigh length, crafted from lightweight woven fabric ideal for su... |
2466728 | fashiongen_train | This black crew neck sweatshirt features a bold graphic design aesthetic with a large rectangular photographic print prominently positioned on the front chest. The print displays a high-contrast black and white image of a heavily tattooed figure in a contemplative pose with head bowed, creating a striking artistic foca... | Black crew neck sweatshirt featuring a large front photographic print of a tattooed figure, long sleeves with ribbed cuffs, relaxed fit, and small asymmetrical back neck label. Classic sportswear style with contemporary graphic design. |
91111203 | f200k | This women's knee-length A-line skirt is crafted from dark indigo chambray fabric that provides the aesthetic of lightweight denim with a softer, more fluid drape. The skirt features a comfortable pull-on design centered around a wide, fully elasticized waistband that creates gentle gathering and soft vertical pleating... | Dark indigo chambray A-line skirt featuring a comfortable elasticized waistband with gentle gathering, knee-length straight hem, and center back seam. This pull-on style midi skirt offers a relaxed, flattering silhouette with no visible pockets or hardware, crafted from lightweight denim-like fabric suitable for versat... |
90920001 | f200k | This sophisticated black A-line skirt features a high-waisted design with a flattering flared silhouette that falls above the knee. Crafted from a structured, matte fabric resembling wool crepe, the skirt offers a polished look suitable for professional or evening wear. The front is distinguished by gold-toned decorati... | Black high-waisted A-line skirt with gold side buttons, structured wool-like fabric, flared above-knee silhouette, and clean back design. |
1394353 | fashiongen_train | This women's midi-length skirt showcases a sophisticated mixed-print design crafted from lightweight, flowing pleated fabric. The garment features a striking two-tiered pattern: the upper portion is adorned with large, artistic white feather or leaf-like motifs scattered across a black background, while the lower porti... | A black pleated midi skirt featuring a striking mixed-print design with large white feather motifs on the upper portion and small abstract spots on the lower section, finished with an asymmetrical side slit on the wearer's left side and a flowing A-line silhouette that falls to mid-calf length. |
83994472 | f200k | This elegant black high-low skirt is designed for formal evening wear, featuring a sophisticated midi-to-maxi length that creates a dramatic, flowing silhouette. The skirt sits at the natural waist with a structured, fitted waistband that likely conceals a zipper or hook-and-eye closure at the back. Vertical pleats ema... | A black high-low midi skirt with a satin band hem, featuring vertical pleats, side pockets, and a flowy A-line silhouette. The formal evening skirt has a shorter front hem and longer back train, crafted from lightweight fabric with a structured high waistband. |
1864753 | fashiongen_train | This white long-sleeve t-shirt is a streetwear-inspired garment crafted from what appears to be a medium-weight cotton jersey fabric. The shirt features a relaxed, regular fit with a classic crew neckline and long sleeves. The design is dominated by bold black graphics that create a striking contrast against the white ... | White long-sleeve cotton t-shirt featuring bold black Gothic text across the chest, a large circular compass graphic on the back, and repeating circular motifs down both sleeves. Relaxed fit with crew neckline and straight hem. Streetwear aesthetic with high-contrast monochrome graphics. |
91109899 | f200k | This is a white long-sleeve button-up shirt featuring a distinctive high mandarin collar with a single translucent or mother-of-pearl button closure at the neck. The garment is crafted from a crisp, structured cotton poplin or similar cotton-blend fabric that holds its shape while offering a clean, minimalist appearanc... | White fitted cotton shirt with high mandarin collar, single button closure, long ruched sleeves, and curved hem. Features a tailored silhouette with avant-garde architectural styling. |
88487946 | f200k | This elegant women's maxi skirt presents a sophisticated blend of modesty and allure through its innovative two-tiered construction. The garment features a prominent wide black elastic waistband that creates a striking contrast against the off-white or cream-colored skirt body. The upper portion of the skirt is fully l... | Off-white maxi skirt with black elastic waistband, featuring opaque upper portion and sheer lower panel in flowy chiffon-like fabric, ankle length with relaxed A-line silhouette. |
91347277 | f200k | This elegant women's dress or tunic top features a sophisticated draped design crafted in a soft blush pink or peach hue. The front view showcases a dramatic cowl neckline that plunges deeply toward the waist, with the fabric artfully gathered and folded to create elegant, waterfall-like draping across the chest and mi... | Elegant blush pink jersey dress featuring a dramatic draped cowl neckline, long sleeves, and high-low hem. The relaxed silhouette showcases fluid front fabric draping, soft lightweight material, and a clean minimalist back design perfect for versatile day-to-evening wear. |
74650462 | f200k | This sophisticated women's suit features a single-breasted blazer paired with matching straight-leg trousers, crafted from a crisp white structured suiting fabric. The blazer is distinguished by a vibrant neon yellow or lime green contrast collar that frames the neckline, visible from both front and back views. An asym... | A tailored white women's suit featuring a single-breasted blazer with neon yellow contrast collar and asymmetrical chest pocket detail, paired with high-waisted straight-leg trousers and tan belt. The structured silhouette combines professional elegance with bold color accents and reveals colorful lining details at the... |
88654730 | f200k | This elegant black tiered midi skirt showcases a sophisticated design crafted from alternating layers of sheer dotted tulle and opaque ruffled fabric. The skirt sits at the natural waist with a wide, smooth waistband that provides a structured contrast to the voluminous layers below. It features multiple distinct horiz... | A black tiered midi skirt featuring alternating layers of sheer dotted tulle and gathered opaque ruffles. The voluminous A-line silhouette falls to mid-calf with a wide waistband. Romantic and feminine design suitable for dressy occasions, crafted with dimensional textural contrast between sheer and solid fabrics. |
91392864 | f200k | This contemporary black bomber jacket showcases sophisticated mixed-material construction that combines textural variety with a classic athletic-inspired silhouette. The front panels feature a distinctive cracked or distressed leather-like texture with a subtle sheen, creating a vintage-luxe aesthetic, while the center... | Black mixed-material bomber jacket featuring textured cracked-leather front panels, smooth leather sleeves, and a matte knit back panel. Center front gold-toned zipper with extended leather pull, ribbed stand collar, cuffs, and hem. Relaxed fit with subtle branding at interior neck and embroidered logo at upper back. |
2494228 | fashiongen_train | This cream-colored cropped hoodie embodies contemporary minimalist design with a relaxed, boxy silhouette that balances comfort and modern style. Crafted from what appears to be a premium cotton or cotton-blend fleece, the garment features a smooth, matte texture with substantial mid-weight construction suitable for tr... | Cream cropped hoodie featuring a relaxed boxy silhouette with dropped shoulders, drawstring hood, and wide ribbed hem. Clean minimalist design without visible logos or front pockets. Crafted from soft cotton fleece with long sleeves and ribbed cuffs, offering a contemporary take on casual sportswear. |
89937767 | f200k | This minimalist maxi skirt showcases avant-garde design through its architectural apron-style overlay construction. Crafted from natural cream or off-white linen with a distinctive slubbed texture, the skirt embodies understated luxury and organic elegance. The front features a dramatic apron panel that wraps around th... | A cream-colored linen maxi skirt featuring an architectural apron-style overlay with front waist ties and raw hem finish. The high-waisted A-line silhouette pairs with a matching cropped cape-top with bow closures, creating a minimalist ensemble that blends organic texture with avant-garde design details. |
90884190 | f200k | This elegant women's two-piece coordinated set features a rust-colored satin blouse and matching flared mini skirt, creating a sophisticated monochromatic ensemble. The blouse showcases a refined high cowl neckline that drapes gracefully around the neck, complemented by long sleeves with functional button cuffs. A dist... | Rust satin two-piece set featuring a high-neck blouse with draped cowl neckline, long button-cuff sleeves, and high-low hem, paired with a flared A-line mini skirt with elastic waistband and side pockets. Elegant coordinated look with subtle sheen. |
WOMEN/Blouses_Shirts/id_00005726/01 | deepfashion | This women's blouse combines bohemian elegance with casual comfort in a versatile warm-weather design. The garment features a striking V-neckline adorned with intricate navy blue embroidery in a scrolling, paisley-inspired pattern that frames the décolletage with artisanal detail. The embroidery appears to be machine-s... | White V-neck blouse with intricate navy blue embroidered neckline in scrolling paisley pattern. Features 3/4 length sleeves, relaxed boxy fit, and lightweight crinkled woven fabric. Pullover style with plain back, bohemian-inspired design perfect for casual summer wear. |
1629063 | fashiongen_train | This is a black short-sleeve crew neck t-shirt from Palm Angels featuring a relaxed, regular fit with a straight hem that falls at hip length. The garment is crafted from smooth cotton jersey fabric with a clean, matte finish. The most distinctive feature is the rectangular gold 'Palm Angels' logo printed asymmetricall... | Black short-sleeve crew neck t-shirt with gold rectangular 'Palm Angels' logo asymmetrically placed on the left chest. Relaxed fit, straight hem, plain back. Smooth cotton jersey fabric. Classic streetwear design with minimalist construction and bold branding. |
WOMEN/Pants/id_00007556/14 | deepfashion | These women's high-waisted skinny pants feature a striking royal blue hue crafted from a smooth, medium-weight ponte knit fabric that offers both structure and comfortable stretch. The design presents a clean, contemporary silhouette with a form-fitting cut that extends from the natural waist to the ankle, creating a s... | Royal blue high-waisted skinny ponte pants with single button closure, featuring side slash pockets and dual back patch pockets. Clean belt-loop-free waistband with form-fitting ankle-length silhouette. |
2522328 | fashiongen_train | This black oversized hooded sweatshirt showcases a contemporary streetwear aesthetic with avant-garde architectural details. Crafted from a substantial mid-weight cotton fleece, the garment features a soft, brushed interior and a smooth exterior face. The silhouette is dramatically relaxed and boxy, incorporating dropp... | Black oversized cotton fleece hoodie with asymmetric high-low hem, white racing stripes on both sleeves, and diagonal back accent. Features drawstring hood with silver aglets, tonal chest branding, grey wrist patch on wearer's right side, and ribbed cuffs. Relaxed fit with dropped shoulders. |
WOMEN/Shorts/id_00003309/02 | deepfashion | These women's high-waisted mini shorts feature a bold and vibrant all-over lemon print set against a solid black background. The print consists of realistically rendered yellow lemons complete with green leaves and stems, scattered throughout the fabric in a dense, random pattern that creates a fresh, summery aesthetic... | High-waisted mini shorts with vibrant lemon print featuring yellow lemons and green leaves on black background. Relaxed fit, short inseam, clean hem finish. Lightweight woven fabric. Casual summer style. |
88140548 | f200k | These women's black straight-leg trousers combine comfort and polished style with a wide, high-rise waistband that creates a smooth, flattering silhouette around the midsection. Crafted from a structured fabric with a subtle sheen—likely a ponte knit or stretch woven blend—the material offers enough weight to drape cle... | Black straight-leg trousers featuring a wide high-rise waistband with decorative metal rivets, functional front and back pockets, and structured ponte-like fabric. The sleek silhouette falls to ankle length, offering versatile styling for business casual or smart casual occasions. |
WOMEN/Denim/id_00000162/02 | deepfashion | These women's high-waisted skinny jeans are crafted from a dark indigo stretch denim that offers a sleek, body-contouring fit while maintaining comfort and flexibility. The garment features a classic five-pocket design with two curved slash pockets at the front, a small coin pocket nested within the wearer's right fron... | Dark indigo high-waisted skinny jeans featuring contrast tan stitching, classic five-pocket styling with coin pocket, button-zip fly, and ankle-length hem. Crafted from stretch denim for a body-hugging fit with clean, polished aesthetic. |
91203393 | f200k | This women's long-sleeve blouse showcases a striking royal blue base color adorned with an all-over white abstract print featuring stylized bird or bamboo leaf motifs scattered organically across the fabric. The garment is constructed from a lightweight, silky satin material that drapes fluidly against the body and cat... | Royal blue satin blouse with white abstract bird print, featuring deep V-neckline, elegant keyhole back with button closure, long billowy sleeves with elasticized cuffs, and relaxed hip-length fit. Lightweight, silky fabric drapes fluidly for versatile day-to-evening wear. |
91404003 | f200k | This women's fitted short-sleeve t-shirt from Mangano features a striking contrast between its bold graphic front and minimalist plain back. The garment is crafted from a soft, lightweight jersey knit fabric in solid black, offering a comfortable, breathable feel with a slight stretch that accommodates movement. The fr... | Black fitted short-sleeve scoop neck t-shirt by Mangano featuring bold green "RUN BABY RUN" typographic print on the front with repeated text pattern background, plain solid black back, soft jersey knit fabric, and a casual sporty aesthetic perfect for everyday wear. |
1918233 | fashiongen_train | This classic double-breasted trench coat in deep navy blue embodies timeless outerwear sophistication with its meticulously crafted military-inspired design. Constructed from a structured cotton twill fabric with a subtle water-resistant finish and gentle sheen, the coat offers both durability and refined aesthetics. T... | Classic navy double-breasted trench coat with belted waist, shoulder epaulets, back storm flap, and midi length. Features six-button front closure, notched lapels, adjustable belted cuffs, hip welt pockets, and center back vent. Crafted from structured cotton twill with water-resistant finish for timeless transitional ... |
90043269 | f200k | These white relaxed-fit pants feature an elasticized waistband with a functional drawstring closure adorned with decorative tassels finished with silver metallic bead caps, adding a subtle bohemian accent to the otherwise minimalist design. The garment is constructed from a lightweight, flowing woven fabric that drapes... | White relaxed-fit straight-leg pants with elastic waistband, functional drawstring with silver-capped tassels, ankle length, lightweight flowing fabric, minimalist design, mid-rise fit. |
WOMEN/Shorts/id_00000913/02 | deepfashion | These women's casual shorts feature a vibrant floral print with large yellow and coral roses accompanied by dark green foliage on a clean white background, creating a bold botanical statement. The design incorporates distinctive white crochet lace panels integrated into both side seams, showcasing an intricate floral m... | Floral print shorts featuring vibrant yellow and coral roses on white background with distinctive white crochet lace side panels. Designed with comfortable elastic waistband, relaxed A-line silhouette, and intricate openwork detailing. Mid-rise fit with flowy fabric perfect for casual summer wear and bohemian styling. |
2363267 | fashiongen_train | These women's cropped jeans are crafted from dark wash denim in a deep indigo or black base, adorned with an all-over pink cherry blossom floral print that creates a striking contrast between edgy and feminine aesthetics. The garment features a classic five-pocket styling with a straight leg silhouette that offers a ti... | Dark wash cropped jeans featuring an all-over pink cherry blossom print with a straight leg fit, frayed raw hem, and classic five-pocket styling. The mid-rise waist includes belt loops and button-zip closure. The feminine floral pattern contrasts beautifully against the dark denim base, creating a versatile statement p... |
2332927 | fashiongen_train | This long-sleeve midi dress is crafted from a vertically ribbed knit fabric that offers both tactile texture and comfortable stretch for ease of movement. The garment features a bold, graphic horizontal stripe pattern in classic black and white, with alternating bands of varying widths that create visual rhythm and int... | A black and white horizontally striped long-sleeve midi dress crafted from vertically ribbed knit fabric, featuring varying stripe widths, a classic crew neckline, and a straight relaxed silhouette that falls to an elegant mid-calf length. |
WOMEN/Dresses/id_00001532/06 | deepfashion | This women's sleeveless halter dress showcases a vibrant teal colorway and embodies a casual yet refined aesthetic ideal for warm-weather occasions. The garment is expertly constructed from a lightweight, fluid woven fabric—likely a rayon or polyester blend—that drapes elegantly against the body while providing breatha... | A sleeveless teal halter dress featuring an elastic waist, keyhole back closure, and flowy above-knee skirt. Crafted from lightweight woven fabric with a blouson bodice and thin shoulder straps, this casual summer dress offers a flattering silhouette perfect for warm-weather occasions. |
1420323 | fashiongen_train | This is a men's black long-sleeve crew neck sweatshirt featuring a relaxed, contemporary silhouette with distinctive asymmetrical detailing. Crafted from a structured, mid-weight knit fabric that appears to be a cotton blend or neoprene-like material, the garment maintains a smooth surface with substantial body and min... | A black long-sleeve crew neck sweatshirt with a relaxed fit, featuring a distinctive asymmetrical strap detail on the wearer's left side, small front patch branding, and structured mid-weight knit construction. Hip-length with classic ribbed trim at neck and cuffs. |
96349 | fashiongen_train | This men's crew neck sweater is crafted from a light gray marled knit fabric that combines light and dark fibers to create a subtle heathered texture throughout the garment. The sweater features a classic crew neckline finished with a substantial ribbed trim that extends cleanly around the neck opening. Long sleeves ar... | Men's light gray marled crew neck sweater featuring raglan sleeves and ribbed trims at the collar, cuffs, and hem. Regular fit long-sleeve design in textured knit fabric with no visible pockets or logos. Minimalist casual style suitable for versatile layering. |
107509 | fashiongen_train | These avant-garde black drop-crotch pants represent a contemporary interpretation of denim silhouettes, crafted from coated cotton denim that exhibits a subtle waxy luster and substantial hand-feel. The garment's most distinctive characteristic is the extreme drop-crotch construction, where the inseam extends dramatica... | Black coated denim drop-crotch pants featuring an extreme low-crotch silhouette with slim tapered legs. Five-pocket styling with belt loops and button-zip fly. Full length with ankle stacking. Monochromatic black hardware and coated finish create a sleek, avant-garde aesthetic suitable for contemporary urban styling. |
88821775 | f200k | These sophisticated women's jogger pants represent a fusion of athletic-inspired aesthetics and luxury materials, crafted from an ivory or cream-colored satin, silk, or sateen fabric that exhibits a subtle lustrous sheen and smooth, fluid drape against the body. The garment showcases a relaxed yet tapered silhouette th... | Ivory satin jogger pants with contrasting black side stripes, featuring elasticized ankle cuffs, front button-zip closure with belt loops, and elastic back waistband. Relaxed tapered fit with front slash pockets and mid-rise waist. |
90421214 | f200k | This women's hooded trench coat showcases a sophisticated yet practical design in a versatile light beige or stone khaki color. The garment features a classic straight silhouette with a knee-length cut that provides ample coverage while maintaining a streamlined appearance. The coat is constructed with a structured poi... | A versatile light beige hooded trench coat featuring a concealed hood integrated into the pointed collar, three gold-toned button closures, two spacious front patch pockets, long sleeves with clean cuffs, and a straight knee-length silhouette crafted from smooth, water-resistant fabric ideal for spring and autumn wear. |
WOMEN/Tees_Tanks/id_00002647/02 | deepfashion | This is a black sleeveless crop top designed with contemporary, chic styling suitable for dressy casual or evening wear occasions. The garment features a distinctive high neckline with multiple evenly-spaced vertical strap cutouts that create a cage-like geometric pattern across the chest, positioned above a subtle swe... | Black sleeveless crop top featuring a high cage neckline with vertical strap cutouts, sweetheart bust line, and open back with wide straps. Fitted cropped silhouette in smooth structured fabric. Contemporary chic design suitable for evening or dressy casual wear. |
90861599 | f200k | This elegant sleeveless sheath dress features a sophisticated surplice V-neckline that creates a flattering crossover effect at the front, drawing the eye upward and elongating the torso. The garment is crafted from a smooth, medium-weight woven fabric—likely a polyester crepe or similar structured material—with a subt... | Sleeveless navy sheath dress featuring an abstract diagonal brushstroke print in blue and white tones, a surplice V-neckline, and a refined back keyhole closure with button. The knee-length fitted silhouette is crafted from smooth woven fabric, offering a polished look suitable for cocktail events or dressy occasions. |
91259226 | f200k | This is a black sleeveless slip dress crafted from a smooth, woven fabric with a matte finish and fluid drape. The garment features a minimalist design with a curved scoop neckline at the front and a deeper scoop neckline at the back, creating an elegant open-back effect. Wide shoulder straps provide coverage and suppo... | Black sleeveless slip dress with scoop neckline front and back, wide straps, and functional side pockets. A-line silhouette in smooth woven fabric, falling to mid-thigh length. Minimalist design perfect for layering. |
101900 | fashiongen_train | This is a women's casual-elegant blouse in an off-white or cream color. The garment features a V-neckline at the front and a shallow scoop neckline at the back, creating a sophisticated contrast in necklines between front and back. The sleeves are three-quarter length, ending below the elbow with a relaxed fit. The sil... | Cream-colored women's blouse with V-neck, three-quarter sleeves, relaxed boxy fit, straight hem with side vents, and lightweight textured fabric. Minimalist pullover style. |
89934574 | f200k | This women's denim jacket features a dark indigo wash with subtle whiskering and a modern mandarin collar that replaces the traditional fold-over denim jacket style. The center front closure consists of gold-toned metal buttons that complement the prominent gold contrast topstitching visible throughout the garment. Two... | Dark blue denim jacket featuring a modern mandarin collar, gold button front closure, symmetrical chest pockets with button flaps, and prominent contrast stitching. The fitted cropped silhouette includes long sleeves with button cuffs and vertical back seaming for shape. |
89326428 | f200k | This women's cropped moto jacket is expertly crafted from dark charcoal gray leather with a smooth, slightly lustrous finish that suggests high-quality lambskin or similar lightweight hide. The design centers on a distinctive asymmetrical front zipper closure positioned on the wearer's left side, running diagonally fro... | Dark gray cropped leather moto jacket with asymmetrical front zipper closure, notched lapels with silver snap buttons, and dual zippered chest pockets. Features long sleeves with adjustable cuff zippers, tailored back waist seaming, and silver-toned hardware for an edgy yet refined look. |
91792 | fashiongen_train | This men's reversible lightweight jacket offers dual-sided versatility with distinct aesthetic options. The primary side features a contemporary cream and olive camouflage print pattern composed of abstract organic shapes in muted olive green against an off-white background, complete with an integrated hood lined in co... | A men's reversible lightweight jacket featuring a cream and olive camouflage print side with hood and a light blue-gray solid reverse side with stand collar. Full-zip closure, long sleeves, hip-length regular fit. Versatile dual-sided design transitions between bold pattern and minimalist solid styling. |
91419429 | f200k | This women's sleeveless dress features a bohemian-inspired design crafted from lightweight, semi-sheer fabric adorned with a coral-orange and black geometric wave print. The bodice showcases a romantic tiered construction with two horizontal ruffle layers that create volume and movement, supported by slender spaghetti ... | A sleeveless tiered ruffle mini dress featuring a coral and black geometric wave print, spaghetti straps, deep V-neckline, smocked elastic waist, and asymmetrical self-tie belt with tassel detail on the wearer's right side. |
105931 | fashiongen_train | This black textured knit sweater features a sophisticated waffle or grid-like knit pattern that creates subtle visual and tactile interest across the entire garment. The sweater is designed with a classic crew neckline and long sleeves, finished with ribbed knit cuffs that provide a comfortable fit at the wrists. The h... | A black textured knit sweater featuring a distinctive waffle pattern, crew neckline, and long sleeves with ribbed cuffs. The hip-length design includes a ribbed hem band and offers a relaxed fit through the body. Minimalist and symmetrical with no pockets or logos, crafted from mid-weight fabric ideal for layering. |
75710753 | f200k | This sophisticated knee-length pencil skirt showcases a bold geometric design crafted from what appears to be a structured lace or embroidered mesh fabric. The striking pattern features large black circles interconnected by cream-colored lattice lines, creating a graphic honeycomb effect that offers both visual interes... | A sophisticated knee-length pencil skirt featuring a bold black and cream geometric lace pattern with large circular motifs, scalloped hem, and center back zipper. The fitted silhouette sits at the natural waist, creating a polished look suitable for both professional and evening wear. |
WOMEN/Blouses_Shirts/id_00007905/01 | deepfashion | This women's blouse embodies a romantic, bohemian aesthetic perfect for warm-weather styling. The garment features a sophisticated layered construction with a solid white base overlaid by sheer mesh and intricate lace details. The front showcases a sheer yoke across the shoulders and upper chest, adorned with delicate ... | White women's blouse with cap sleeves, sheer mesh yoke, and intricate floral lace embroidery on the front. Features a distinctive crocheted hem with dangling bobble details, round neckline with trim, and relaxed silhouette. Solid back with sheer shoulders. Bohemian-inspired summer top perfect for casual wear. |
1609863 | fashiongen_train | These high-waisted black skinny pants feature a military-inspired design with distinctive gold-tone hardware. The front waistband showcases six gold buttons arranged in two symmetrical vertical columns of three, creating a double-breasted naval aesthetic. The pants are crafted from a structured, smooth fabric—likely a ... | High-waisted black skinny pants with military-inspired gold button detailing on the front waistband, featuring a center back zipper closure. Crafted from structured fabric with a sleek, form-fitting silhouette and clean, pocket-free design. |
91172487 | f200k | This women's crew neck sweatshirt embodies casual streetwear style in a versatile cream or off-white colorway that complements various wardrobe combinations. The garment is constructed from a soft, mid-weight cotton or cotton-blend fleece fabric that offers both comfort and warmth for everyday wear. It features a class... | Cream-colored crew neck sweatshirt featuring a bold front graphic with raised fists and 'OBEY!' text, long sleeves with ribbed cuffs, ribbed hem, relaxed fit, soft fleece fabric, and plain unadorned back. Perfect for casual streetwear styling. |
1366793 | fashiongen_train | These navy blue hybrid trousers represent a sophisticated fusion of formal tailoring and casual sportswear aesthetics. The garment features a refined slim tapered silhouette that narrows elegantly from the mid-thigh to the ankle, creating a contemporary profile suitable for both professional and leisure environments. A... | Navy blue hybrid tailored trousers featuring a slim tapered fit, drawstring waist with button closure, elasticated back waistband, asymmetrical single back pocket on the wearer's right, and pressed leg creases. Crafted from structured wool-blend fabric with side slash pockets and cuffed hems, blending formal sartorial ... |
90444228 | f200k | These high-waisted black leather pants embody sleek, modern sophistication with their minimalist design and form-fitting silhouette. Crafted from genuine leather or high-quality faux leather, the material exhibits a subtle sheen and smooth texture with natural creasing visible at movement points like the knees and seat... | High-waisted black leather skinny pants featuring a sleek, minimalist design with center seams, smooth pull-on waistband, and no pockets. Form-fitting silhouette with slight sheen, full length with gathered ankles. Versatile edgy style without visible hardware. |
94851 | fashiongen_train | These black tailored trousers represent a sophisticated formalwear piece crafted from a refined wool or wool-blend fabric with a subtle lustrous sheen reminiscent of high-quality suiting or tuxedo styles. The design features a mid-rise waist with belt loops and a secure button-and-zipper closure. The front is distingui... | Black cropped tailored trousers with front pleats, tapered leg, and subtle fabric sheen. Features mid-rise waist with belt loops, side slash pockets, back welt pockets, and center creases. Button-zip closure. Refined wool-blend suiting fabric. Formal style with ankle-length hem. |
113360 | fashiongen_train | These black leather pants embody a contemporary biker aesthetic through their slim, skinny fit silhouette and meticulous construction details. Crafted from premium smooth leather exhibiting a subtle natural sheen and soft grain texture, the garment balances edgy styling with luxurious material quality. The design promi... | Black leather slim-fit pants with articulated knee panels, five-pocket styling, and belt loops. Features smooth leather construction with subtle sheen, button-zip fly, and skinny leg fit with ankle stacking. Biker-inspired design with structured seaming. |
90996301 | f200k | This women's sleeveless tank top features a casual, relaxed silhouette perfect for warm weather or layering. Crafted from a soft, lightweight cotton or cotton-blend jersey in an off-white or cream base color, the garment offers breathability and all-day comfort for casual wear. The neckline is accented with a contrasti... | Women's cream sleeveless tank top with turquoise neckline trim, featuring a tropical 'WE ARE GOLDEN' graphic print with yellow sun and blue palm trees, relaxed fit with dropped armholes and soft cotton fabric. |
91151562 | f200k | This women's cropped jacket is crafted from a black textured bouclé or tweed-like knit fabric that offers a sophisticated, tactile surface with subtle visual depth and a medium-weight structure. The garment features an open-front design with no closures, creating a streamlined silhouette perfect for layering over camis... | Black textured bouclé cropped jacket with open front, stand-up mandarin collar, and long fitted sleeves. Features dual diagonal gold-tone zipper pockets, clean back with center seam, and waist-length hem. Sophisticated business casual design perfect for layering. |
89854858 | f200k | This olive green parka jacket seamlessly blends military-inspired utility with opulent fur detailing for a contemporary cold-weather statement piece. Constructed from durable, matte-finish cotton canvas in a classic olive khaki hue, the jacket features an oversized, structured hood lavishly trimmed with voluminous pink... | Olive green cotton canvas parka jacket featuring a voluminous pink and brown fur-trimmed hood, plush pink fur lining, asymmetrical chest pocket, dual front flap pockets, adjustable drawstring waist and fishtail hem, concealed button closure, and button-adjustable cuffs. |
91116663 | f200k | This women's maxi dress embodies effortless resort-wear elegance with its floor-length silhouette and lightweight, breathable construction. Crafted from a semi-sheer knit fabric featuring a distinctive vertical zigzag pattern, the dress showcases vibrant stripes in shades of turquoise, blue, green, and yellow against a... | A semi-sheer knit maxi dress featuring colorful vertical zigzag stripes in blue, green, and yellow, with red crochet trim at the V-neck and back keyhole, elasticized waist, short sleeves, and side slits for a breezy resort-wear silhouette. |
88833616 | f200k | These black relaxed-fit trousers embody a contemporary casual aesthetic with thoughtful design details that bridge comfort and style. The garment features a hybrid waistband construction combining a flat front with a functional black drawstring tie and an elasticated or shirred back panel, ensuring a secure yet comfort... | Black relaxed-fit drawstring trousers featuring a hybrid flat-front and elastic-back waistband, side seam pockets, and cuffed cropped hems. Crafted from lightweight woven fabric with a tapered leg silhouette, these casual pull-on pants blend comfort with minimalist contemporary style. |
91033238 | f200k | This black mini skirt features a flattering flared silhouette with a comfortable, wide elastic waistband designed for easy pull-on styling. The skirt is crafted from a distinctive textured black fabric showcasing a subtle, embossed pattern that resembles abstract animal print or snakeskin, adding sophisticated visual i... | Black textured mini skirt featuring a wide elastic waistband and flared A-line silhouette. Crafted from black fabric with a subtle embossed animal print pattern for added dimension. Pull-on style with no closures, pockets, or hardware. Mini length with clean hem finish. |
1279673 | fashiongen_train | This heather grey short-sleeve t-shirt features a distinctive graphic design with six black swallow motifs arranged symmetrically across the chest, creating a bold focal point that draws the eye. Crafted from a soft cotton or cotton-blend jersey with a subtle marled texture, the garment offers both comfort and visual i... | Heather grey short-sleeve crew neck t-shirt featuring symmetrical black swallow graphics across the chest, regular fit silhouette, soft cotton jersey fabric, and straight hem. Versatile styling piece. |
91402134 | f200k | These women's harem pants feature a distinctive drop-crotch silhouette rendered in an elegant cream or off-white hue. Crafted from a lightweight, fluid fabric—likely a soft jersey, viscose blend, or similar knit—the pants offer exceptional drape and movement while maintaining a subtle sheen that elevates the garment be... | Cream drop-crotch harem pants with elastic waistband, tapered legs with ruched ankle cuffs, and lightweight draped fabric. Minimalist design without pockets, suitable for dressy or casual wear. |
90422906 | f200k | These sophisticated women's cropped wide-leg pants, also known as culottes, present a refined cream or beige colorway ideal for versatile wardrobe integration across seasons. The garment features a high-waisted construction with a substantial wide waistband that sits smoothly at the natural waist, likely incorporating ... | Elegant cream-colored cropped wide-leg culottes featuring a wide fitted waistband, clean minimalist front design, textured woven fabric, and sophisticated midi-length hem. These versatile high-waisted pants offer a flattering silhouette with flowing wide legs, perfect for dressy casual or semi-formal occasions. |
MEN/Pants/id_00006826/01 | deepfashion | These men's jogger sweatpants feature a contemporary athletic design crafted from a heather gray marled knit fabric that offers both comfort and visual texture. The pants showcase a tapered silhouette that relaxes through the thigh and hip before narrowing toward the ankle, creating a modern streamlined fit. Distinctiv... | Heather gray men's jogger sweatpants with black ribbed cuffs and waistband, featuring front zipper pockets, white drawstring with metal tips, and tapered fit. Casual athletic style in soft marled knit fabric. |
114801 | fashiongen_train | These sophisticated high-waisted wide-leg trousers feature a striking avant-garde design with oversized red color-blocked pockets positioned on both the wearer's left and right front hips. Crafted from structured black wool or crepe fabric with a smooth, refined texture and substantial weight, the pants offer a dramati... | Black high-waisted wide-leg trousers featuring bold red color-blocked front pockets on both hips, crafted from structured wool fabric with concealed closure. The minimalist solid black back contrasts with the statement pocket design, creating a modern architectural silhouette perfect for fashion-forward formal styling. |
2531158 | fashiongen_train | This oversized white short-sleeve t-shirt features bold black typography branding, with "USUSVS" arched prominently across the front chest and "US USVS" printed in large scale across the upper back, creating a distinctive graphic statement that identifies the garment from both angles. Crafted from what appears to be me... | Oversized white cotton jersey t-shirt featuring bold black "USUSVS" typography across the front chest and "US USVS" across the back. Designed with dropped shoulders, wide short sleeves, crew neckline, and a relaxed boxy silhouette. High-contrast graphic streetwear style. |
113095 | fashiongen_train | This long-sleeved shirt dress showcases a sophisticated white base adorned with a bold red windowpane check pattern, creating a striking graphic statement. Crafted from a medium-weight cotton fabric, the garment offers a crisp structure with a comfortable, breathable drape suitable for transitional weather. The design ... | White cotton shirt dress with bold red windowpane check pattern, featuring a relaxed straight fit, classic point collar, full button-front placket, long sleeves with buttoned cuffs, and a curved shirttail hem with functional side slits. |
90178612 | f200k | This is a women's midi-length flared skirt crafted from medium blue chambray fabric. The skirt features a distinctive high-low (hi-lo) hemline that is shorter in the front, rising to knee level or slightly above, and longer at the back, extending to midi length. The sides of the hem dip down in a cascading, handkerchie... | A medium blue chambray midi skirt featuring a dramatic high-low hemline that is shorter in front and longer at back with cascading side points. The design includes a fitted high waist, diagonal seam transition to a flared silhouette, and lightweight fabric with subtle crosshatch texture for fluid movement. |
868403 | fashiongen_train | This sophisticated black sleeveless top combines minimalist tailoring with subtle utilitarian details. Crafted from a structured, smooth fabric with a matte finish—likely a ponte knit or technical jersey—the garment features a fitted silhouette that skims the body without clinging. The neckline is distinguished by a st... | A structured black sleeveless top featuring a notched stand collar, dual silver snap buttons on each shoulder, and a center back seam. The fitted silhouette and minimalist design are complemented by smooth, structured fabric, creating a modern, tailored aesthetic suitable for versatile styling. |
1691623 | fashiongen_train | These light gray heather jogger sweatpants feature a comfortable, casual design ideal for loungewear or contemporary athleisure styling. Crafted from a soft, medium-weight knit fabric with a subtle heathered texture, the pants offer both warmth and breathability while maintaining a refined appearance. The wide elastic ... | Light gray heather jogger sweatpants featuring a wide elastic waistband, functional front slash pockets, back patch pockets, and ribbed ankle cuffs. Designed with a relaxed tapered fit in a soft, medium-weight knit fabric, offering versatile styling for casual athleisure or loungewear. |
WOMEN/Blouses_Shirts/id_00002676/02 | deepfashion | This is a women's short-sleeved boxy top crafted from lightweight denim chambray fabric featuring a distinctive light blue and white acid-wash or cloud-dye pattern that creates a mottled, tie-dye effect across the garment. The top has a relaxed, slightly cropped silhouette with a casual, contemporary aesthetic suitable... | A light blue acid-wash denim boxy top with short cuffed sleeves, round neckline, and exposed center back zipper. Features a relaxed fit and mottled tie-dye pattern. |
90499095 | f200k | This is a black denim A-line mini skirt featuring a bold, functional design centered around an exposed front zipper closure. The skirt is crafted from washed black denim with a soft, slightly faded finish that gives it a casual, worn-in aesthetic. The silhouette is distinctly A-line, sitting at the natural waist and fl... | Black denim A-line mini skirt with exposed center front zipper featuring a circular ring pull. Includes four patch pockets (two front, two back), belt loops, and tonal stitching. Washed black finish with mini-length hem. Casual, utilitarian style with workwear influences. |
91412670 | f200k | This is a women's sleeveless wrap-style dress crafted from lightweight, flowing woven fabric perfect for spring and summer occasions. The dress features a romantic and vibrant floral print with pink, turquoise, and coral botanicals interspersed with detailed bird motifs on a clean white or cream background. The front s... | Sleeveless floral wrap dress featuring a V-neckline, low scoop back, delicate spaghetti straps, waist tie detail, and short A-line skirt. The white base showcases a vibrant print with pink, turquoise, and coral flowers alongside bird motifs, crafted from lightweight flowing fabric ideal for spring and summer wear. |
804403 | fashiongen_train | These men's slim-fit jeans are crafted from premium dark indigo raw denim, presenting a structured, crisp hand feel with a slight natural sheen characteristic of unwashed denim. The garment features classic 5-pocket styling including two front scoop pockets, a small coin pocket strategically positioned on the wearer's ... | Men's slim-fit dark indigo raw denim jeans featuring classic 5-pocket styling with contrast orange stitching, button fly closure, and leather brand patch at back waistband. Straight leg silhouette with metal rivet reinforcements, belt loops, and mid-rise waist. |
2159837 | fashiongen_train | This short-sleeve crew neck t-shirt features a striking abstract geometric print in a sophisticated palette of navy blue, white, and black, creating a digital pixelated or glitch-effect aesthetic across the entire garment. The shirt is constructed from a lightweight, breathable jersey knit fabric that offers a soft dra... | Short-sleeve crew neck t-shirt featuring an abstract blue, white, and black geometric pixelated print throughout, contrast black ribbed neckline trim, relaxed boxy silhouette with straight hem, and lightweight breathable jersey knit construction. Designed for versatile styling as a standalone statement piece or layerin... |
111087 | fashiongen_train | This is a women's black semi-sheer blouse featuring intricate eyelet embroidery and a bohemian-inspired silhouette. The garment is crafted from a lightweight, flowing fabric that offers a subtle translucent effect, creating an elegant layered look when worn. The design centers around a round neckline trimmed with geome... | Elegant black semi-sheer blouse with intricate eyelet embroidery, 3/4 bell sleeves, and keyhole back detail. Features geometric cutout patterns at neckline, cuffs, and hem with a relaxed, hip-length fit. Bohemian-inspired design crafted from lightweight, flowing fabric perfect for layered styling. |
End of preview.
FashionMV: Product-Level Composed Image Retrieval with Multi-View Fashion Data
[Paper] | [Code (GitHub)] | [Model Weights]
Overview
FashionMV is the first large-scale multi-view fashion dataset for product-level Composed Image Retrieval (CIR). It contains 127K products, 472K multi-view images, and over 220K CIR triplets, built through a fully automated pipeline leveraging large multimodal models.
Repository Contents
Model (model/)
ProCIR (0.8B) is trained on the FashionMV dataset based on Qwen3.5-0.8B. It adopts a perception-reasoning decoupled dialogue architecture and leverages image-text alignment to inject product knowledge, enabling effective multi-view product-level CIR.
Dataset (data/)
| File | Records | Description |
|---|---|---|
train_triplets.jsonl |
188,015 | Training CIR triplets with long & short modification texts |
val_triplets.jsonl |
32,718 | Validation CIR triplets with short modification text only |
train_captions.jsonl |
108,428 | Training product captions (long & short) |
val_captions.jsonl |
18,803 | Validation product captions (short only) |
Note: Only text annotations are released. Users must obtain the original image datasets separately (see Image Data Preparation).
Data Format
Triplets (train_triplets.jsonl / val_triplets.jsonl)
{
"source_id": "90456812",
"target_id": "91154081",
"dataset": "fashion200k",
"views_involved": ["front", "back"],
"modification_text_long": "Front: Remove the orange-coral color ...",
"modification_text_short": "Front: Change to a white-bodied baseball tee ..."
}
- Training: includes both
modification_text_longandmodification_text_short - Validation: includes
modification_text_shortonly
Captions (train_captions.jsonl / val_captions.jsonl)
{
"product_id": "90514193",
"dataset": "f200k",
"long_caption": "This is a light blue denim button-up shirt ...",
"short_caption": "Light blue denim button-up shirt featuring ..."
}
Image Data Preparation
FashionMV aggregates images from three publicly available fashion datasets. You must download them separately:
1. DeepFashion (In-shop Clothes Retrieval)
- Source: DeepFashion
- Expected structure:
{image_root}/deepfashion/{product_id}/with images named like02_1_front.jpg
2. Fashion200K
- Source: Fashion200K
- Expected structure:
{image_root}/f200k/{product_id}/with images named like{product_id}_0.jpeg
3. FashionGen
- The official FashionGen website is currently unavailable. Researchers may need to obtain
fashiongen_256_256_validation.h5through alternative sources. - Use the extraction script provided in the GitHub repository to convert h5 files to image folders:
python tools/prepare_fashiongen.py \
--h5_path /path/to/fashiongen_256_256_validation.h5 \
--output_dir /path/to/images/fashiongen_val
Dataset Statistics
| Dataset | Split | Products | Triplets |
|---|---|---|---|
| DeepFashion | Train | 8,856 | 16,399 |
| DeepFashion | Val | 2,791 | 5,188 |
| Fashion200K | Train | 56,960 | 98,800 |
| Fashion200K | Val | 10,720 | 18,499 |
| FashionGen | Train | 42,612 | 72,816 |
| FashionGen | Val | 5,292 | 9,031 |
| Total | Train | 108,428 | 188,015 |
| Total | Val | 18,803 | 32,718 |
Citation
@article{yuan2026fashionmv,
title={FashionMV: Product-Level Composed Image Retrieval with Multi-View Fashion Data},
author={Yuan, Peng and Mei, Bingyin and Zhang, Hui},
year={2026}
}
License
The text annotations (captions and modification texts) are released under CC BY-NC 4.0. The model weights are released under the same license as the base model (Qwen3.5). Images must be obtained from the original dataset sources under their respective licenses.
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