Datasets:

MAPS-research
/

GEMRec-PromptBook

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Text-to-Image

Languages: English

Size Categories: 10K<n<100K

Tags: art stable diffusion diffusers

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train · 18k rows

image_id stringlengths 35 39	tag stringclasses 12 values	model_id int64 80 2M	modelVersion_id int64 90 2M	prompt_id int64 1 90	size stringclasses 3 values	seed int64 385k 9.83B	prompt stringclasses 90 values	negativePrompt stringclasses 14 values	cfgScale int64 7 7	sampler stringclasses 1 value	note stringclasses 12 values	nsfw_score float64 0.45 0.54	mcos_score float64 0.22 0.93	clip_score float64 -0.97 40.4	norm_clip float64 0 1	norm_mcos float64 0 1	norm_nsfw float64 0.03 1	norm_pop float64 0 1
100007827819216597540544093237977478572	people	22,354	88,156	62	512x768	1,684,432,449	RAW photo, best quality, realistic, photo-realistic, masterpiece, an extremely delicate and beautiful, extremely detailed, CG, unity, k wallpaper, Amazing, finely detail, light smile, extremely detailed CG unity k wallpaper, huge filesize, ultra-detailed, highres, absurdres, soft light, medium hair, short bang, pink hair, floating hair	paintings, sketches, worst quality, low quality, normal quality, lowres, monochrome, grayscale, skin spots, acnes, skin blemishes, age spot, glans, extra fingers, fewer fingers, watermark, white letters, multi nipples, bad anatomy, bad hands, text, error, missing fingers, missing arms, missing legs, extra digit,	7	Eular a	295008	0.4992	0.6802	27.3741	0.6609	0.4881	0.5385	0.6412
100021977003046996808073522668508422636	art	69,158	97,047	20	512x768	5,499,100,310	A tornado made of sharks crashing into a skyscraper painting in the style of Hokusai, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4858	0.7738	26.7749	0.5461	0.0785	0.3931	0.5614
100055358278904995553984777178933932289	world knowledge	1,000,000	1,000,004	84	512x768	6,021,156,540	Captivating K-pop idol producer playing basketball, sleek style, perfect figure, and gray hair	worst quality, low quality, normal quality, lowres, monochrome, grayscale	7	Eular a	extended	0.4939	0.6441	32.1106	0.8009	0.2299	0.481	0.8808
100075319462977009015816273443845963459	people	88,941	97,200	59	512x768	4,061,029,740	extremely detailed CG unity k wallpaper, masterpiece, best quality, ultra-detailed, best illustration, best shadow, ultra-high res, realistic, photo-realistic, girl, shopping mall rooftop cafe, white opaque shirt with bow tie, puffy eyes, looking at viewer, smile, close up	paintings, sketches, worst quality, low quality, normal quality, low res, normal quality, monochrome, grayscale, skin spots, acnes, skin blemishes, age spot, glans, bad legs, error legs, bad feet	7	Eular a	124526	0.5038	0.7835	33.6284	0.8033	0.1405	0.5885	0.3293
100119940232894621297439559248975662317	people	1,308	1,392	48	512x512	3,895,052,816	colorwater, negative space, girl, woman, lips, trees, flowers, birds, bamboo, lakes, Hangzhou	mutated hands, poorly drawn hands, fused fingers, too many fingers, bad hands, missing fingers, extra digit, artist name, bad_prompt_version easynegative	7	Eular a	620759	0.4886	0.735	24.1504	0.5161	0.4405	0.4235	0.1802
100128899617579786858114012805554747777	food	3,960	4,409	36	768x512	9,018,489,340	a wine bottle with a red ribbon wrapped around it, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4797	0.7253	28.6575	0.5339	0.3122	0.3268	0.1273
100141021718794244566881127601976647183	produce & plant	80,311	85,140	67	768x512	2,233,537,572	a smiling banana wearing a bandana, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4714	0.5467	22.2068	0.6127	0.4857	0.2367	0.1248
100178086006777712088986659430126342288	food	15,773	18,617	34	768x512	1,719,354,594	Detailed masterpiece of a bowl of ramen	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4907	0.8338	25.0052	0.5766	0.0664	0.4463	0.4858
100178673020123569176378968239998716794	scenery	50,718	55,228	68	512x768	2,337,355,207	masterpiece, best quality, bird's eye view, asymmetrical, blue ocean, low tide, sea waves, coastal road, sandy beach, piers, sailboats, yachts, ship wake, contrail, cars, tourists, lighthouse, seagulls, horizon, breeze, summer, morning, sunny, cloud, calm, fresh air, depth of field	EasyNegative, greyscale, monochrome, water mark, signature	7	Eular a	76049	0.4797	0.7652	24.6233	0.7302	0.0316	0.3268	0.3524
100182045135453223637693354392785995883	scenery	94,328	100,625	69	768x512	2,230,358,527	An award-winning, 8k CG Unity wallpaper, an exquisitely detailed autumn landscape adorned with vibrant leaves, showcasing Bokeh, Depth of Field, HDR, and other stunning effects, Trending on ArtStation for its unmatched quality and captivating use of Chromatic Aberration and bloom	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4873	0.8615	30.6391	0.8144	0.0485	0.4093	0.2264
100201372048970508969105089652528986126	illustration	88,855	94,544	43	768x512	5,682,533,250	a metallic blue sphere to the left of a yellow box made of felt, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4783	0.7338	28.2611	0.7599	0.2701	0.3116	0.2609
100220324359441940371548315607435056487	people	6,357	7,459	52	512x768	166,329,422	Top-tier masterpiece, a dynamic portrait of a man with long, messy hair donning pilot sunglasses and a white shirt. His captivating gaze meets the viewer's from below against the vibrant backdrop of Tokyo's night cityscape	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.5049	0.625	32.5521	0.6988	0.6029	0.6004	0.0887
100236501058790219414197368071484491253	illustration	91,076	97,070	43	768x512	5,682,533,250	a metallic blue sphere to the left of a yellow box made of felt, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4801	0.6867	25.7142	0.6212	0.457	0.3312	0.2463
100246348513276385554036712927259444890	vehicle	15,003	89,680	78	768x512	9,286,102,128	a old-time car with a large front grille, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4717	0.8077	25.587	0.6939	0.0445	0.24	0.7192
100246657986242939962557780172327404356	illustration	83,867	97,124	42	768x512	1,791,574,510	a cute kitten made out of metal, cyborg, tail detailed wire, intricate details, hdr, intricate details, hyperdetailed, cinematic shot, vignette, centered	deformed, distorted, disfigured, poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs, mutated hands and fingers, disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation, flowers, human, man, woman	7	Eular a	150224	0.4826	0.7262	28.7053	0.7648	0.2543	0.3583	0.3191
100251746469726618445217003236673042295	world knowledge	94,726	101,038	84	512x768	6,021,156,540	Captivating K-pop idol producer playing basketball, sleek style, perfect figure, and gray hair	worst quality, low quality, normal quality, lowres, monochrome, grayscale	7	Eular a	extended	0.4922	0.6704	26.9576	0.5979	0.1602	0.4625	0.2495
1002801723572917348115842259045012747	architecture	90,366	96,238	16	768x512	5,910,226,421	a ceiling fan with five brown blades, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4736	0.8338	27.8717	0.7145	0.0364	0.2606	0.1578
100283145557232820564789792103065352620	world knowledge	90,886	96,854	87	768x512	7,829,008,466	a Ferrari Testarossa in front of the Kremlin, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4865	0.8118	34.7608	0.957	0.1406	0.4007	0.1235
100283380563265441338595165025760974376	illustration	90,694	96,638	47	768x512	6,717,752,929	the words 'KEEP OFF THE GRASS', masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.505	0.5134	27.1775	0.6725	0.1692	0.6015	0.3748
100290218532343941410695755115619006570	people	78,433	83,231	52	512x768	166,329,422	Top-tier masterpiece, a dynamic portrait of a man with long, messy hair donning pilot sunglasses and a white shirt. His captivating gaze meets the viewer's from below against the vibrant backdrop of Tokyo's night cityscape	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.5021	0.6965	34.445	0.7899	0.2824	0.57	0.4083
100294255434697967707155663827534668535	food	38,636	44,553	35	768x512	1,409,520,675	a glass of orange juice with an orange peel stuck on the rim, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.5017	0.8177	26.6852	0.7688	0.1664	0.5657	0.3376
100296793257238923855809705978397957386	food	3,688	4,073	35	768x512	1,409,520,675	a glass of orange juice with an orange peel stuck on the rim, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4718	0.6965	22.2148	0.538	0.4835	0.241	0.1291
100320071834071837644912682459069337378	world knowledge	1,956	3,787	90	768x512	735,836,385	the cover of The Beatle's album Revolver, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4554	0.4577	22.527	0.4932	0.5665	0.063	0.3702
100327904991449629217512171660701019923	scenery	94,328	100,625	74	768x512	2,230,358,527	masterpiece, best quality, high quality, extremely detailed CG unity 8k wallpaper, landscape with texture, A place with lots of leaves on the ground and autumn colors,award winning photography, Bokeh, Depth of Field, HDR, bloom, Chromatic Aberration, extremely detailed, trending on artstation	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	original	0.4822	0.8562	28.1555	0.605	0.1516	0.354	0.2264
100351478932361765028873899883361762751	art	88,202	96,270	22	512x768	4,134,248,873	a painting of a sport car in the style of Dali, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4922	0.6864	18.201	0.1281	0.3034	0.4625	0.3108
100358106272017527766731935244563599924	illustration	45,689	100,677	39	512x768	762,635,564	realistic, portrait of a girl, AI language model, silver hair, question answering, smart, kind, energetic, cheerful, creative, with sparkling eyes and a contagious smile, information providing, conversation engaging, wide range of topics, accurate responses, helpful responses, knowledgeable, reliable, friendly, intelligent, sleek and futuristic design elements, and a complex network of circuits and processors	sexy, paintings, loli, big head, sketches, worst quality, low quality, normal quality, lowres, normal quality, monochrome, grayscale, skin spots, acnes, skin blemishes, age spot, glans, nsfw, nipples, extra fingers, extra arms, extra legs, mutated hands, fused fingers, too many fingers, long	7	Eular a	163560	0.489	0.8059	36.2526	0.9363	0.0942	0.4278	0.3952
100381624809164969347451418931762277756	people	83,867	97,124	55	512x768	8,904,114,895	a group of skiers are preparing to walk up a sand dune, masterpiece, best quality, best shadow, intricate	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4774	0.7934	26.6652	0.6485	0.1224	0.3018	0.3191
100383251099072593007537588568886098670	art	1,692	1,838	20	512x768	5,499,100,310	A tornado made of sharks crashing into a skyscraper painting in the style of Hokusai, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4838	0.7717	29.7697	0.6999	0.0891	0.3713	0.1738
10039878663895639130079732871754717474	people	1,956	3,787	57	512x768	3,892,569,215	an old man with a long grey beard and green eyes, masterpiece, best quality, best shadow, intricate	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4859	0.7404	28.8047	0.8515	0.1772	0.3941	0.3702
100409276714649552034068522956775025543	art	88,855	94,544	20	512x768	5,499,100,310	A tornado made of sharks crashing into a skyscraper painting in the style of Hokusai, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4868	0.7547	27.111	0.5633	0.1747	0.4039	0.2609
100425358738361368303987243700216563033	animal	90,507	96,488	8	512x768	3,322,673,031	Portrait of a gecko wearing a train conductor’s hat and holding a flag that has a yin-yang symbol on it Marble statue, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.5004	0.5673	24.7914	0.446	0.2409	0.5516	0.2969
100453647175707299446086914142996923467	people	27,096	96,454	48	512x512	3,895,052,816	colorwater, negative space, girl, woman, lips, trees, flowers, birds, bamboo, lakes, Hangzhou	mutated hands, poorly drawn hands, fused fingers, too many fingers, bad hands, missing fingers, extra digit, artist name, bad_prompt_version easynegative	7	Eular a	620759	0.4895	0.7532	19.0309	0.169	0.346	0.4332	0.4534
10048633959895202230671715908127952310	architecture	14,340	16,881	16	768x512	5,910,226,421	a ceiling fan with five brown blades, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4655	0.7882	28.6698	0.7581	0.1586	0.1726	0.1887
100523301061714318118888864498801223839	vehicle	46,291	51,986	77	768x512	3,518,075,494	An official 8k CG Unity masterpiece, an exquisitely detailed illustration of a bright red sports car in a cyberpunk Tokyo setting, The car drifts along wet, neon-lit roads, capturing the thrill of 'Need for Speed'	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4922	0.8722	28.0206	0.707	0.0594	0.4625	0.2913
100538949774524506564555301939231677203	people	94,726	101,038	50	512x768	1,434,108,678	Exquisite masterpiece, solo portrait of a girl with pink hair, blue eyes, and a captivating smile, She stands elegantly, adorned with a floral print milkmaid dress against a beautiful background	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.489	0.7402	27.2845	0.5697	0.3417	0.4278	0.2495
10053925340751557138597642013191973798	vehicle	26,458	31,679	79	768x512	6,047,528,567	a submarine floating past a shark, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4727	0.7846	22.7695	0.5745	0.1839	0.2508	0.1884
100551694959433373744123477974108831568	art	90,886	96,854	21	512x768	384,804	Exquisite masterpiece, intricate oil painting of a violet flower in a jar, resting on a table covered with a white cloth, A classic and impressionistic artwork reminiscent of Monet's style	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4845	0.7307	31.2195	0.642	0.2076	0.3789	0.1235
100558563749882272820129826761388379010	vehicle	90,765	96,706	79	768x512	6,047,528,567	a submarine floating past a shark, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4973	0.673	21.9786	0.526	0.6224	0.5179	0.2533
100568958644457263463702635699074133779	food	5,665	6,590	37	768x512	8,554,415,131	five green peppers to the right of two red onions, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4781	0.7557	24.5916	0.6121	0.1065	0.3094	0.0819
100624574466194239683595099808821416837	produce & plant	7,568	8,891	64	768x512	7,459,922,620	A photo of a maple leaf made of water , masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4718	0.7854	27.6341	0.5909	0.2863	0.241	0.2026
100643458216122505495862755221204211861	scenery	30,203	61,088	71	768x512	173,376,499	a fall landscape with a small cottage next to a lake, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4853	0.8242	28.5736	0.8551	0.083	0.3876	0.3207
100667512730961308905652389210700243075	food	22,354	88,156	36	768x512	9,018,489,340	a wine bottle with a red ribbon wrapped around it, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.475	0.8012	24.5869	0.3216	0.094	0.2758	0.6412
100686914192779267119395154514005246481	illustration	4,201	29,460	46	768x512	132,340,236	portrait of beautiful cyborg with brown hair, intricate, elegant, highly detailed, majestic, digital photography, art by artgerm and ruan jia and greg rutkowski surreal painting gold butterfly filigree, broken glass, hdr	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	original	0.4788	0.8585	29.6696	0.7703	0.0585	0.317	0.7986
100699675444980765820822691273278666473	illustration	43,747	97,547	40	768x512	132,340,236	Gorgeous cyborg portrait, elegant and highly detailed, with brown hair adorned in majestic gold butterfly filigree. A surreal masterpiece inspired by artgerm, ruan jia, and greg rutkowski, featuring broken glass elements and stunning HDR effects	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4919	0.868	31.2218	0.7543	0.0378	0.4593	0.3086
100724470916009396400142675301637213768	artifact	59,728	64,178	29	768x512	8,115,899,322	a silver doorknocker on a mahoghany door, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4841	0.8454	23.1493	0.6203	0.0694	0.3746	0.0118
100742140964100736889621120031948343052	scenery	94,726	101,038	70	768x512	998,785,767	a close-up of the eye of the planet Jupiter, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4913	0.6708	24.4224	0.5727	0.4931	0.4528	0.2495
100752279496046143154072264063010141203	world knowledge	14,462	96,386	85	512x768	6,021,156,540	kpop, korea star, idol producer, black shirt, grey long pants, white suspenders, perfect figure, full body, playing basketball, white background, short hair, middle parting hair style, gray hair, slim, masterpiece, best quality, best shadow, intricate	worst quality, low quality, normal quality, lowres, monochrome, grayscale	7	Eular a	original	0.5004	0.5898	24.6982	0.6139	0.5819	0.5516	0.3543
100801449442555737595758356643405370571	abstract	73,731	78,441	2	768x512	128,112,445	Oil painting generated by artificial intelligence		7	Eular a	null	0.478	0.5822	19.154	0.3584	0.6618	0.3084	0.2176
100817680338378558351055145868291705297	art	3,698	4,083	20	512x768	5,499,100,310	A tornado made of sharks crashing into a skyscraper painting in the style of Hokusai, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4653	0.6957	25.4215	0.4765	0.4718	0.1705	0.1712
100836471275771298064053046809384250292	architecture	1,308	1,392	15	768x512	3,390,813,036	a bunch of laptops piled on a sofa, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4896	0.737	18.9755	0.2856	0.1968	0.4343	0.1802
100868722086108400495422338572651680923	people	1,000,000	1,000,004	59	512x768	4,061,029,740	extremely detailed CG unity k wallpaper, masterpiece, best quality, ultra-detailed, best illustration, best shadow, ultra-high res, realistic, photo-realistic, girl, shopping mall rooftop cafe, white opaque shirt with bow tie, puffy eyes, looking at viewer, smile, close up	paintings, sketches, worst quality, low quality, normal quality, low res, normal quality, monochrome, grayscale, skin spots, acnes, skin blemishes, age spot, glans, bad legs, error legs, bad feet	7	Eular a	124526	0.4841	0.7215	30.1648	0.6543	0.3515	0.3746	0.8808
100877204770093648093649000491791356415	people	1,308	1,392	59	512x768	4,061,029,740	extremely detailed CG unity k wallpaper, masterpiece, best quality, ultra-detailed, best illustration, best shadow, ultra-high res, realistic, photo-realistic, girl, shopping mall rooftop cafe, white opaque shirt with bow tie, puffy eyes, looking at viewer, smile, close up	paintings, sketches, worst quality, low quality, normal quality, low res, normal quality, monochrome, grayscale, skin spots, acnes, skin blemishes, age spot, glans, bad legs, error legs, bad feet	7	Eular a	124526	0.4831	0.6974	29.4784	0.6248	0.4335	0.3637	0.1802
100932102700590186067609659144138396417	world knowledge	23,842	28,491	87	768x512	7,829,008,466	a Ferrari Testarossa in front of the Kremlin, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4826	0.773	32.8061	0.9047	0.2226	0.3583	0.1415
100945052371018174674085353412572440087	animal	61,643	67,841	7	512x768	2,995,762,643	A meticulously crafted masterpiece, a highly detailed, black cat captured with the utmost precision, Its tininess adds to its charm, illuminated by warm and inviting lighting	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4929	0.7867	25.9783	0.5722	0.1522	0.4701	0.3373
100949928969157457717211315408168695770	animal	1,956	3,787	8	512x768	3,322,673,031	Portrait of a gecko wearing a train conductor’s hat and holding a flag that has a yin-yang symbol on it Marble statue, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4782	0.5434	36.1394	0.9366	0.3299	0.3105	0.3702
100949933001823243023428002462967445345	world knowledge	5,273	96,912	90	768x512	735,836,385	the cover of The Beatle's album Revolver, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4763	0.6297	26.3881	0.6911	0.1242	0.2899	0.4931
100951283615938318223434416037226214460	food	70,520	75,186	36	768x512	9,018,489,340	a wine bottle with a red ribbon wrapped around it, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.492	0.7294	31.8064	0.6981	0.3004	0.4604	0.2216
100964030287011087330648076402086964193	illustration	8,799	10,388	47	768x512	6,717,752,929	the words 'KEEP OFF THE GRASS', masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4718	0.4743	30.2461	0.7884	0.2927	0.241	0.1058
100971507318746532302017084410336048457	people	83,641	96,609	52	512x768	166,329,422	Top-tier masterpiece, a dynamic portrait of a man with long, messy hair donning pilot sunglasses and a white shirt. His captivating gaze meets the viewer's from below against the vibrant backdrop of Tokyo's night cityscape	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4999	0.7217	36.7585	0.9013	0.1694	0.5461	0.2742
100985790543948783485955918503553943474	food	86,350	96,775	37	768x512	8,554,415,131	five green peppers to the right of two red onions, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4937	0.7829	30.5037	0.8479	0.0263	0.4788	0.3435
100992958548397852677614088832032272254	world knowledge	88,169	93,830	87	768x512	7,829,008,466	a Ferrari Testarossa in front of the Kremlin, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4911	0.8264	33.2457	0.9165	0.1098	0.4506	0.1875
101005556197973856430677556782177408501	world knowledge	43,747	97,547	90	768x512	735,836,385	the cover of The Beatle's album Revolver, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4744	0.5983	32.4162	1	0.2049	0.2693	0.3086
101011335878290923568524954719520738992	food	9,928	11,797	32	768x512	1,719,354,594	1 bowl of ramen, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	original	0.4746	0.7053	27.686	0.7679	0.4516	0.2714	0.1633
101018028265306452565171540366503727792	people	70,520	75,186	60	512x768	3,401,667,259	masterpiece, best quality, ultra-detailed, full body, girl, chibi, cute, smile, white Bob haircut, red eyes, earring, white shirt, black skirt, lace legwear, sitting on red sofa, seductive posture, smile, A sleek black coffee table sits in front of the sofa and a few decorative items are placed on the shelves, beautiful detailed face,	low quality, worst quality	7	Eular a	375790	0.5151	0.7211	32.6393	0.7316	0.3673	0.7112	0.2216
101023239099233905679003360089152571549	scenery	26,566	31,802	70	768x512	998,785,767	a close-up of the eye of the planet Jupiter, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4833	0.7671	27.0178	0.7197	0.1247	0.3659	0.3364
101027635006236359229418803826509843432	world knowledge	2,000,000	2,000,001	83	512x512	3,592,093,690	boy, photograph of Donald Trump, the_trump, business suit, ahegao face, tongue out, upper body, masterpiece, intricate details, highly detailed, bokeh, depth of field dontdonaldTrump_v	easynegative, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, artist name, deformed iris, deformed pupils, semi-realistic, cgi, d, render, sketch, cartoon,	7	Eular a	366222	0.4868	0.7518	26.4811	0.495	0.309	0.4039	0.795
101056463970845918109546695369461467918	produce & plant	21,343	25,406	65	768x512	8,376,493,814	a butterfly kite stuck high in a tree, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4824	0.8326	23.2649	0.7092	0.0442	0.3561	0.2044
101084271395705606316526162260066021395	artifact	1,142	1,162	29	768x512	8,115,899,322	a silver doorknocker on a mahoghany door, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4667	0.7978	25.3025	0.723	0.2188	0.1857	0.1574
101134349986773121356363887252379835867	illustration	94,328	100,625	41	768x512	1,480,882,407	a cube made of porcupine, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4818	0.6528	31.7336	0.8747	0.3621	0.3496	0.2264
101138924376202240385835378580425645418	illustration	1,242	1,315	44	768x512	3,918,434,010	a red cube on top of a blue cube, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4715	0.7809	24.7991	0.664	0.0891	0.2378	0.2881
101142149596354280794062968483322563840	produce & plant	3,688	4,073	63	768x512	6,532,914,018	A photo of a four-leaf clover made of water , masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4802	0.6919	22.4889	0.5078	0.4201	0.3322	0.1291
101174223992935124571907412690391017872	illustration	51,356	55,935	40	768x512	132,340,236	Gorgeous cyborg portrait, elegant and highly detailed, with brown hair adorned in majestic gold butterfly filigree. A surreal masterpiece inspired by artgerm, ruan jia, and greg rutkowski, featuring broken glass elements and stunning HDR effects	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4778	0.856	30.4807	0.7149	0.0727	0.3062	0.0182
101176573268340589484172430914694451584	animal	4,004	4,455	7	512x768	2,995,762,643	A meticulously crafted masterpiece, a highly detailed, black cat captured with the utmost precision, Its tininess adds to its charm, illuminated by warm and inviting lighting	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4817	0.679	19.4463	0.1477	0.5249	0.3485	0.1303
101184509392752115949243722224659282511	food	26,320	31,514	36	768x512	9,018,489,340	a wine bottle with a red ribbon wrapped around it, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4859	0.7263	25.7063	0.3799	0.3093	0.3941	0.0202
101190502888104609388296040170175093551	vehicle	88,106	93,768	77	768x512	3,518,075,494	An official 8k CG Unity masterpiece, an exquisitely detailed illustration of a bright red sports car in a cyberpunk Tokyo setting, The car drifts along wet, neon-lit roads, capturing the thrill of 'Need for Speed'	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4906	0.8702	31.9605	0.8994	0.0649	0.4452	0.2291
101200942845929939636220041209240965348	world knowledge	91,002	96,988	87	768x512	7,829,008,466	a Ferrari Testarossa in front of the Kremlin, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4818	0.8456	35.8734	0.9868	0.0693	0.3496	0.1273
101227960546525003733585455557946566194	people	84,335	100,637	59	512x768	4,061,029,740	extremely detailed CG unity k wallpaper, masterpiece, best quality, ultra-detailed, best illustration, best shadow, ultra-high res, realistic, photo-realistic, girl, shopping mall rooftop cafe, white opaque shirt with bow tie, puffy eyes, looking at viewer, smile, close up	paintings, sketches, worst quality, low quality, normal quality, low res, normal quality, monochrome, grayscale, skin spots, acnes, skin blemishes, age spot, glans, bad legs, error legs, bad feet	7	Eular a	124526	0.5142	0.7059	29.8508	0.6408	0.4046	0.7014	0.5476
101255468343778369467631967248255162774	art	97,203	103,879	22	512x768	4,134,248,873	a painting of a sport car in the style of Dali, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.502	0.6683	17.7743	0.1064	0.3885	0.5689	0.1542
101256658905056058606770744718267998321	people	65,055	69,687	55	512x768	8,904,114,895	a group of skiers are preparing to walk up a sand dune, masterpiece, best quality, best shadow, intricate	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4758	0.8402	28.6948	0.7311	0.0248	0.2845	0.4992
101299142883450536916084554251301197606	scenery	26,566	31,802	75	768x512	2,983,353,700	the word 'START' written in chalk on a sidewalk, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4775	0.4935	24.7328	0.6591	0.5518	0.3029	0.3364
101311759576045348674052483442766677946	abstract	86,350	96,775	3	768x512	3,660,892,251	Pneumonoultramicroscopicsilicovolcanoconiosis		7	Eular a	null	0.4871	0.6106	22.9023	0.8035	0.3055	0.4072	0.3435
101356628909796408856956480487184973487	world knowledge	83,265	88,482	85	512x768	6,021,156,540	kpop, korea star, idol producer, black shirt, grey long pants, white suspenders, perfect figure, full body, playing basketball, white background, short hair, middle parting hair style, gray hair, slim, masterpiece, best quality, best shadow, intricate	worst quality, low quality, normal quality, lowres, monochrome, grayscale	7	Eular a	original	0.487	0.5113	18.8783	0.3105	0.86	0.4061	0.0868
101365688520929999665349026461482740826	animal	3,698	4,083	9	512x768	5,443,568,375	The mouse the cat watches is jumping in the air, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4762	0.524	23.9585	0.5625	0.8811	0.2888	0.1712
10138866903546588389614913343698020714	vehicle	69,158	97,047	81	768x512	5,235,424,873	a subway train with no cows in it, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.468	0.8229	27.3685	0.9805	0.0979	0.1998	0.5614
101432956042673870571689757338137168635	architecture	1,145	1,165	15	768x512	3,390,813,036	a bunch of laptops piled on a sofa, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4762	0.7425	17.1744	0.1921	0.1776	0.2888	0.2402
101447289619085172007963448965859679156	world knowledge	75,949	87,747	85	512x768	6,021,156,540	kpop, korea star, idol producer, black shirt, grey long pants, white suspenders, perfect figure, full body, playing basketball, white background, short hair, middle parting hair style, gray hair, slim, masterpiece, best quality, best shadow, intricate	worst quality, low quality, normal quality, lowres, monochrome, grayscale	7	Eular a	original	0.5084	0.6386	20.8541	0.4135	0.4089	0.6384	0.2847
101452689726239778359112306088080809824	architecture	90,835	96,798	17	768x512	7,490,480,091	a group of cats in a meeting there is a whiteboard with 'stack more layers' written on it, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4929	0.5956	30.7029	0.8175	0.4933	0.4701	0.1556
101462345448072250176801729510894922897	produce & plant	89,075	96,319	67	768x512	2,233,537,572	a smiling banana wearing a bandana, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.509	0.5864	23.1473	0.6547	0.3583	0.645	0.385
101482267640322503780866337588874061113	architecture	59,331	97,532	18	768x512	5,278,374,185	a living room with a large Egyptian statue in the corner, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4748	0.7855	30.7641	0.8172	0.1561	0.2736	0.3036
101490246918033878599631536780997824690	people	1,145	1,165	49	512x768	1,434,108,678	1girl, solo, closeup portrait, standing, pink hair, long hair, hair ornament, floating hair, blue eyes, looking at viewer, looking away, smile, closed mouth, fl print milkmaid dress, beautiful background, masterpiece, best quality, best shadow, intricate	extra fingers, fewer fingers, bad hands, extra hands, bad anatomy, disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	original	0.4918	0.6726	30.1992	0.7259	0.516	0.4582	0.2402
101495252461008563622559147753555133651	art	91,534	97,557	21	512x768	384,804	Exquisite masterpiece, intricate oil painting of a violet flower in a jar, resting on a table covered with a white cloth, A classic and impressionistic artwork reminiscent of Monet's style	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4989	0.6786	28.5936	0.4823	0.4502	0.5353	0.2341
101536203077123045207071695986243247308	illustration	2,000,000	2,000,001	43	768x512	5,682,533,250	a metallic blue sphere to the left of a yellow box made of felt, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4881	0.7725	27.3131	0.7083	0.1166	0.418	0.795
101560462483591839178002028409819851625	vehicle	70,713	75,396	76	768x512	4,568,468,532	A photograph of the inside of a subway train There are frogs sitting on the seats One of them is reading a newspaper The window shows the river in the background, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4728	0.6176	36.6962	0.8218	0.8113	0.2519	0.1646
101582363888207796290373875369067063107	illustration	90,765	96,706	43	768x512	5,682,533,250	a metallic blue sphere to the left of a yellow box made of felt, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4791	0.68	28.0113	0.7463	0.4835	0.3203	0.2533
101598033164438759289489669260444828069	art	63,455	68,006	22	512x768	4,134,248,873	a painting of a sport car in the style of Dali, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4936	0.6929	25.2484	0.4861	0.2728	0.4777	0.2396
101600867023111719660750739096173347228	scenery	24,348	29,106	74	768x512	2,230,358,527	masterpiece, best quality, high quality, extremely detailed CG unity 8k wallpaper, landscape with texture, A place with lots of leaves on the ground and autumn colors,award winning photography, Bokeh, Depth of Field, HDR, bloom, Chromatic Aberration, extremely detailed, trending on artstation	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	original	0.4811	0.8708	32.5139	0.8433	0.0892	0.342	0.212
101608055377476844011411112628593826710	illustration	4,595	5,238	40	768x512	132,340,236	Gorgeous cyborg portrait, elegant and highly detailed, with brown hair adorned in majestic gold butterfly filigree. A surreal masterpiece inspired by artgerm, ruan jia, and greg rutkowski, featuring broken glass elements and stunning HDR effects	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	extended	0.4763	0.8427	27.2762	0.5444	0.1113	0.2899	0.0279
101636107911547250549014898890102041606	architecture	80,311	85,140	13	768x512	2,060,098,864	An empty fireplace with a television above it The TV shows a lion hugging a giraffe, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.469	0.7558	24.0718	0.4625	0.0602	0.2106	0.1248
101647171377895625154515952905470761162	world knowledge	1,956	3,787	89	768x512	5,956,840,504	an abstract painting of the Empire State Building, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.4749	0.8161	27.5222	0.7141	0.0692	0.2747	0.3702
101659002705191586983781817936349608948	vehicle	47,355	51,948	78	768x512	9,286,102,128	a old-time car with a large front grille, masterpiece, best quality, best shadow, intricate	disfigured, blurry, bad art, lowres, low quality, weird colors, duplicate, out of frame, symmetric, NSFW	7	Eular a	null	0.499	0.4857	17.9904	0.022	1	0.5364	0.2364

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GEMRec-18k -- Prompt Book

This is the official image dataset for the paper Towards Personalized Prompt-Model Retrieval for Generative Recommendation.

Dataset Intro

GEMRec-18K is a prompt-model interaction dataset with 18K images generated by 200 publicly-available generative models paired with a diverse set of 90 textual prompts. We randomly sampled a subset of 197 models from the full set of models (all finetuned from Stable Diffusion) on Civitai according to the popularity distribution (i.e., download counts) and added 3 original Stable Diffusion checkpoints (v1.4, v1.5, v2.1) from HuggingFace. All the model checkpoints have been converted to the Diffusers format. The textual prompts were drawn from three sources: 60 prompts were sampled from Parti Prompts; 10 prompts were sampled from Civitai by popularity; we also handcrafted 10 prompts following the prompting guide from DreamStudio, and then extended them to 20 by creating a shortened and simplified version following the tips from Midjourney. The textual prompts were classified into 12 categories: abstract, animal, architecture, art, artifact, food, illustration, people, produce & plant, scenery, vehicle, and world knowledge.

Acknowledgement

This work was supported through the NYU High Performance Computing resources, services, and staff expertise.

Citation

If you find our work helpful, please consider cite it as follows:

@article{guo2023towards,
  title={Towards Personalized Prompt-Model Retrieval for Generative Recommendation},
  author={Guo, Yuanhe and Liu, Haoming and Wen, Hongyi},
  journal={arXiv preprint arXiv:2308.02205},
  year={2023}
}

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Number of rows:

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GEMRec-PromptBook

GEMRec-18k -- Prompt Book

Dataset Intro

Links

Dataset

Space

Github Code

Acknowledgement

Citation

Space using MAPS-research/GEMRec-PromptBook 1