IQA-T1: Tool-based Visual Evidence Reasoning for Image Quality Assessment
Paper • 2607.12375 • Published
id stringlengths 10 24 | gt_score float64 1.2 4.8 | image listlengths 1 6 | conversations listlengths 2 2 |
|---|---|---|---|
8427827661_cauchy | 3.46 | [
"koniq/8427827661.jpg",
"tools/8427827661/ExtremeLuminanceMap.png",
"tools/8427827661/GradientMagnitudeHistogram.png",
"tools/8427827661/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits moderate exposure with a tendency towards shadowed areas, as observed with the presence of underexposed reg... |
3350005307_wenxin | 1.58 | [
"koniq/3350005307.jpg",
"tools/3350005307/DoGSharpnessMap.png",
"tools/3350005307/LuminanceHistogram.png",
"tools/3350005307/GradientOrientationCoherenceMap.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits noticeable blur, as observed in the <DoGSharpnessMap><image>, which highlights a lack of mid-to-high frequency stru... |
316618516_XieYuxuan | 2.47 | [
"koniq/316618516.jpg",
"tools/316618516/ExtremeLuminanceMap.png",
"tools/316618516/GradientMagnitudeHistogram.png",
"tools/316618516/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits overexposure with a dominant candle flame causing highlight clipping, as indicated by <ExtremeLuminanceMap><image>,... |
8673410143_zhongchang | 4.67 | [
"koniq/8673410143.jpg",
"tools/8673410143/GradientMagnitudeMap.png",
"tools/8673410143/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits excellent clarity, with defined edges and well-preserved detail as confirmed by the <GradientMagnitudeMap><image>, indicatin... |
6211550250_cauchy | 3.19 | [
"koniq/6211550250.jpg",
"tools/6211550250/LuminanceHistogram.png",
"tools/6211550250/DoGSharpnessMap.png",
"tools/6211550250/GradientOrientationCoherenceMap.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a subdued luminance distribution, as reflected in <LuminanceHistogram><image>, where lower brightness levels d... |
5630751358_zicheng | 4.48 | [
"koniq/5630751358.jpg",
"tools/5630751358/GradientMagnitudeMap.png",
"tools/5630751358/LuminanceHistogram.png",
"tools/5630751358/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image’s sharpness level appears high, with well-defined edges and textures highlighted by dense structural continuity as observ... |
287350518_zicheng | 2.44 | [
"koniq/287350518.jpg",
"tools/287350518/GradientMagnitudeHistogram.png",
"tools/287350518/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image appears blurry, reflecting low structural integrity and edge strength as observed in the <GradientMagnitudeHistogram><image>, leading... |
5386032677_wenxin | 3.11 | [
"koniq/5386032677.jpg",
"tools/5386032677/GradientMagnitudeHistogram.png",
"tools/5386032677/ChromaticDeviationMap.png",
"tools/5386032677/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Inspect the image closely and offer an evaluation rooted in your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays a moderate level of sharpness concentrated around the cup, with the surrounding elements appearing less defined as reflected i... |
2703329173_cauchy | 3.94 | [
"koniq/2703329173.jpg",
"tools/2703329173/LuminanceHistogram.png",
"tools/2703329173/GradientMagnitudeMap.png",
"tools/2703329173/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays well-balanced exposure where the lighting seems appropriately distributed, as reflected in the <LuminanceHistogram><image>, ... |
6100334587_yingjie | 3.52 | [
"koniq/6100334587.jpg",
"tools/6100334587/DoGSharpnessMap.png",
"tools/6100334587/NoiseResidualMap.png",
"tools/6100334587/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits adequate sharpness, particularly around the sparrow as observed in the <DoGSharpnessMap><image>, which acce... |
3978837773_fb | 3.68 | [
"koniq/3978837773.jpg",
"tools/3978837773/DoGSharpnessMap.png",
"tools/3978837773/NoiseResidualMap.png",
"tools/3978837773/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits varying sharpness across different areas, as observed in the <DoGSharpnessMap><image>, indicating uneven focus with c... |
3131665013_fb | 3.17 | [
"koniq/3131665013.jpg",
"tools/3131665013/LuminanceHistogram.png",
"tools/3131665013/GradientOrientationCoherenceMap.png",
"tools/3131665013/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The exposure appears dim, as reflected in the overall luminance distribution indicating a lack of brightness; leading to a muted visua... |
8130387818_fb | 3.48 | [
"koniq/8130387818.jpg",
"tools/8130387818/LuminanceHistogram.png",
"tools/8130387818/GradientMagnitudeHistogram.png",
"tools/8130387818/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates reasonable exposure balance with adequate brightness distribution, as reflected in the <LuminanceHistogram><image>, m... |
3225818665_yingjie | 1.57 | [
"koniq/3225818665.jpg",
"tools/3225818665/DoGSharpnessMap.png"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows pronounced blur which leads to poor structural clarity <DoGSharpnessMap><image>, revealing diminished edge presence and de... |
6001214984_cauchy | 3.85 | [
"koniq/6001214984.jpg",
"tools/6001214984/ExtremeLuminanceMap.png",
"tools/6001214984/GradientMagnitudeMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image conveys a warm color tone with overexposure evident on the light sources as observed in the <ExtremeLuminanceMap><image>, ... |
6015956857_wenxin | 3.22 | [
"koniq/6015956857.jpg",
"tools/6015956857/GradientMagnitudeMap.png",
"tools/6015956857/PerceptualColorfulnessMap.png",
"tools/6015956857/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays notable sharpness with well-defined edges <GradientMagnitudeMap><image>, which are clearly articulated. Color sat... |
4213592284_yingjie | 3.24 | [
"koniq/4213592284.jpg",
"tools/4213592284/GradientMagnitudeHistogram.png",
"tools/4213592284/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates notable sharpness, as reflected in the <GradientMagnitudeHistogram><image> with edges showing clear definiti... |
10990397626_yingjie | 2.56 | [
"koniq/10990397626.jpg",
"tools/10990397626/LuminanceHistogram.png",
"tools/10990397626/GradientMagnitudeMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The exposure of the image appears low with significant shadow regions, as observed in <LuminanceHistogram><image>, indicating poten... |
5594109805_hzh | 4.15 | [
"koniq/5594109805.jpg",
"tools/5594109805/GradientOrientationCoherenceMap.png",
"tools/5594109805/LuminanceHistogram.png",
"tools/5594109805/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits strong structural clarity within the sculpture, as evidenced by the pronounced edge coherence in the <Gradi... |
4324997197_jingzhi | 2.81 | [
"koniq/4324997197.jpg",
"tools/4324997197/GradientMagnitudeHistogram.png",
"tools/4324997197/LuminanceHistogram.png",
"tools/4324997197/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates moderate sharpness levels with noticeable lack of clarity in the main subject's details as observed in the <Gradien... |
5492904052_ren | 3.07 | [
"koniq/5492904052.jpg",
"tools/5492904052/LuminanceHistogram.png",
"tools/5492904052/GradientMagnitudeMap.png",
"tools/5492904052/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits underexposure with a predominance of dimly lit areas, as reflected in the <LuminanceHistogram><image>, showing limited ... |
434108213_XieYuxuan | 2.69 | [
"koniq/434108213.jpg",
"tools/434108213/GradientMagnitudeMap.png",
"tools/434108213/LocalGradientDeviationMap.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image lacks sharpness in detail, as reflected in the subdued edge definition in the <GradientMagnitudeMap><image>, indicating notable blur ... |
7173122782_yingjie | 2.84 | [
"koniq/7173122782.jpg",
"tools/7173122782/GradientMagnitudeMap.png",
"tools/7173122782/LuminanceHistogram.png",
"tools/7173122782/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows moderate sharpness levels with features appearing somewhat blurred, as reflected in the <GradientMagnitudeMap><image>, w... |
8423951722_hzh | 3.7 | [
"koniq/8423951722.jpg",
"tools/8423951722/GradientMagnitudeHistogram.png",
"tools/8423951722/LuminanceHistogram.png",
"tools/8423951722/PerceptualColorfulnessMap.png",
"tools/8423951722/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Describe the quality of the image, and the provide a final evaluation\n<image>"
},
{
"from": "gpt",
"value": "<think>The image presents moderate sharpness and structural clarity, as reflected in the clear edges of the main subject <GradientMagnitudeHistogram><image>,... |
8207139364_HuangMenghui | 3.1 | [
"koniq/8207139364.jpg",
"tools/8207139364/GradientMagnitudeMap.png",
"tools/8207139364/PerceptualColorfulnessMap.png",
"tools/8207139364/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits significant blurriness, as indicated by the diffuse edges in the <GradientMagnitudeMap><image>, confirming the... |
4294746447_zhongchang | 2.43 | [
"koniq/4294746447.jpg",
"tools/4294746447/ExtremeLuminanceMap.png",
"tools/4294746447/GradientMagnitudeMap.png",
"tools/4294746447/ColorSaturationClippingMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>Exposure tends toward overexposure, as indicated by bright highlights with reduced contrast <ExtremeLuminanceMap><image>, resu... |
4522459343_yingjie | 4.27 | [
"koniq/4522459343.jpg",
"tools/4522459343/LuminanceHistogram.png",
"tools/4522459343/GradientMagnitudeHistogram.png",
"tools/4522459343/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The exposure balance of this image is well-maintained, with luminance values showing consistent brightness distribution <LuminanceH... |
4094774604_cauchy | 2.73 | [
"koniq/4094774604.jpg",
"tools/4094774604/DoGSharpnessMap.png",
"tools/4094774604/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a low sharpness level, as reflected in the <DoGSharpnessMap><image> with a noticeable attenuation of mid-to-high freque... |
5422446412_HuangMenghui | 4.31 | [
"koniq/5422446412.jpg",
"tools/5422446412/PerceptualColorfulnessMap.png",
"tools/5422446412/GradientMagnitudeHistogram.png",
"tools/5422446412/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays a vibrant color palette that contributes to an engaging visual experience, as reflected in the <PerceptualColorfulnessMap... |
8186599780_HuangMenghui | 3.27 | [
"koniq/8186599780.jpg"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays bright exposure with vivid flame patterns, as evidenced by a balanced luminance distribution and high color saturation;... |
8968242975_zty | 2.23 | [
"koniq/8968242975.jpg",
"tools/8968242975/GradientMagnitudeHistogram.png",
"tools/8968242975/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image presents significant blur, particularly in the main subjects, as reflected in the <GradientMagnitudeHistogram><image> where the di... |
4371356797_hzh | 3.21 | [
"koniq/4371356797.jpg",
"tools/4371356797/GradientMagnitudeHistogram.png",
"tools/4371356797/NoiseResidualMap.png",
"tools/4371356797/ColorSaturationClippingMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows moderate sharpness, as reflected in the <GradientMagnitudeHistogram><image>, with some texture details visible in t... |
4820110338_syf | 3.36 | [
"koniq/4820110338.jpg",
"tools/4820110338/GradientMagnitudeHistogram.png",
"tools/4820110338/NoiseResidualMap.png",
"tools/4820110338/LuminanceHistogram.png",
"tools/4820110338/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits moderate sharpness with noticeable edge presence, as reflected in <GradientMagnitudeHistogram><image>, which shows a bala... |
6273784733_zhongchang | 2.81 | [
"koniq/6273784733.jpg",
"tools/6273784733/GradientMagnitudeHistogram.png",
"tools/6273784733/ChromaticDeviationMap.png",
"tools/6273784733/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays moderate sharpness with visible edge softness in certain areas, as reflected in the <GradientMagnitudeHistogram><image>, whe... |
387259022_zicheng | 3.21 | [
"koniq/387259022.jpg",
"tools/387259022/ExtremeLuminanceMap.png",
"tools/387259022/LuminanceHistogram.png",
"tools/387259022/DoGSharpnessMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image is underexposed, resulting in regions of darkness where detail is lost as reflected in the <ExtremeLuminanceMap><image>, l... |
8430377800_wenxin | 3.33 | [
"koniq/8430377800.jpg",
"tools/8430377800/GradientMagnitudeHistogram.png",
"tools/8430377800/LuminanceHistogram.png",
"tools/8430377800/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays considerable sharpness, with discernible edge details as reflected in the <GradientMagnitudeHistogram><image>, indica... |
5936667753_wenxin | 2.86 | [
"koniq/5936667753.jpg",
"tools/5936667753/ExtremeLuminanceMap.png",
"tools/5936667753/GradientMagnitudeHistogram.png",
"tools/5936667753/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The exposure appears relatively low with noticeable shadows, as observed in the <ExtremeLuminanceMap><image> where luminance clip... |
6791434529_yingjie | 4.18 | [
"koniq/6791434529.jpg",
"tools/6791434529/DoGSharpnessMap.png",
"tools/6791434529/LuminanceHistogram.png",
"tools/6791434529/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits excellent sharpness, as demonstrated by the clear edge delineation in the <DoGSharpnessMap><image>, which highlights ... |
5464134286_HuangMenghui | 3.52 | [
"koniq/5464134286.jpg",
"tools/5464134286/GradientMagnitudeMap.png",
"tools/5464134286/PerceptualColorfulnessMap.png",
"tools/5464134286/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a well-defined focus on the central flower, with <GradientMagnitudeMap><image> revealing strong edges that ... |
4570337647_zhongchang | 3.19 | [
"koniq/4570337647.jpg",
"tools/4570337647/GradientMagnitudeHistogram.png",
"tools/4570337647/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows a lack of sharpness where edges appear blurred, as reflected in the <GradientMagnitudeHistogram><image> which indicates a lo... |
8468013032_ren | 3.47 | [
"koniq/8468013032.jpg",
"tools/8468013032/LuminanceHistogram.png",
"tools/8468013032/GradientOrientationCoherenceMap.png",
"tools/8468013032/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays well-distributed luminance with no apparent clipping, as observed in the <LuminanceHistogram><image>, suggesting ba... |
3835050024_yingjie | 3.3 | [
"koniq/3835050024.jpg",
"tools/3835050024/GradientMagnitudeMap.png",
"tools/3835050024/LuminanceHistogram.png",
"tools/3835050024/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits noticeable motion blur in the hands, as reflected in the <GradientMagnitudeMap><image>, where edge clarity is dim... |
3708130060_zicheng | 3.23 | [
"koniq/3708130060.jpg",
"tools/3708130060/LuminanceHistogram.png",
"tools/3708130060/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays moderate lighting with even distribution across the scene, as indicated by the balanced luminance values obser... |
6074442813_HuangMenghui | 3.8 | [
"koniq/6074442813.jpg",
"tools/6074442813/HighFrequencyResidualMap.png",
"tools/6074442813/ExtremeLuminanceMap.png",
"tools/6074442813/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates robust structural clarity, with high-frequency details preserved as indicated by the <HighFrequencyResidualMap><i... |
8572873286_hzh | 3.56 | [
"koniq/8572873286.jpg",
"tools/8572873286/GradientMagnitudeMap.png",
"tools/8572873286/NoiseResidualMap.png",
"tools/8572873286/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits moderate sharpness with identifiable details in the main subject, manifesting as discernible gradients and textur... |
147783170_fb | 2.52 | [
"koniq/147783170.jpg",
"tools/147783170/LuminanceHistogram.png",
"tools/147783170/NoiseResidualMap.png",
"tools/147783170/PerceptualColorfulnessMap.png",
"tools/147783170/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits evident underexposure as observed in the <LuminanceHistogram><image>, with a narrow distribution skewed towards low... |
10679134563_XieYuxuan | 2.4 | [
"koniq/10679134563.jpg",
"tools/10679134563/GradientMagnitudeMap.png",
"tools/10679134563/LuminanceHistogram.png",
"tools/10679134563/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits minimal sharpness and detail as indicated by low edge strength across the pattern seen in the <GradientMagn... |
377273746_zicheng | 1.49 | [
"koniq/377273746.jpg",
"tools/377273746/GradientMagnitudeHistogram.png",
"tools/377273746/ExtremeLuminanceMap.png",
"tools/377273746/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits significant blur and poor structural clarity, as manifested in the <GradientMagnitudeHistogram><image> where a prevalence... |
5630657407_hzh | 3.99 | [
"koniq/5630657407.jpg",
"tools/5630657407/GradientMagnitudeMap.png",
"tools/5630657407/PerceptualColorfulnessMap.png",
"tools/5630657407/DoGSharpnessMap.png",
"tools/5630657407/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows a good level of sharpness and detail for the main subjects, as observed in <GradientMagnitudeMap><image>, with well-... |
9398081258_HuangMenghui | 3.93 | [
"koniq/9398081258.jpg",
"tools/9398081258/GradientMagnitudeHistogram.png",
"tools/9398081258/LuminanceHistogram.png",
"tools/9398081258/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The prevalence of moderate sharpness is evident in the image, as reflected in the <GradientMagnitudeHistogram><image> which indicates ... |
3314904869_XieYuxuan | 2.4 | [
"koniq/3314904869.jpg",
"tools/3314904869/GradientMagnitudeHistogram.png",
"tools/3314904869/NoiseResidualMap.png",
"tools/3314904869/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates a significant lack of sharpness, as reflected in the <GradientMagnitudeHistogram><image>, which shows a predominance ... |
10466453556_yingjie | 2.2 | [
"koniq/10466453556.jpg",
"tools/10466453556/LuminanceHistogram.png",
"tools/10466453556/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Inspect the image closely and offer an evaluation rooted in your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a tendency toward darkness, with luminance significantly skewed towards lower values as observed in the <LuminanceHistogram><i... |
5150554440_HuangMenghui | 3.19 | [
"koniq/5150554440.jpg",
"tools/5150554440/ExtremeLuminanceMap.png",
"tools/5150554440/DoGSharpnessMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a tendency towards underexposure, with areas in shadow lacking visible detail as reflected in the <ExtremeL... |
8486846186_HuangMenghui | 4.22 | [
"koniq/8486846186.jpg",
"tools/8486846186/GradientMagnitudeHistogram.png",
"tools/8486846186/LuminanceHistogram.png",
"tools/8486846186/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The texture and details of the duck appear sharp, as evidenced by the <GradientMagnitudeHistogram><image>, where strong edge distributions... |
6366586615_XieYuxuan | 2.7 | [
"koniq/6366586615.jpg",
"tools/6366586615/DoGSharpnessMap.png",
"tools/6366586615/NoiseResidualMap.png",
"tools/6366586615/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>There is noticeable blur across the image as reflected in the <DoGSharpnessMap><image>, which emphasizes a lack of edge clarity. The... |
128715765_HuangMenghui | 3.51 | [
"koniq/128715765.jpg",
"tools/128715765/ExtremeLuminanceMap.png",
"tools/128715765/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The background appears underexposed relative to the subject, leading to diminished detail, as confirmed by <ExtremeLuminanceMap><image>, where ... |
5468577486_yingjie | 2.97 | [
"koniq/5468577486.jpg",
"tools/5468577486/ExtremeLuminanceMap.png",
"tools/5468577486/HighFrequencyResidualMap.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits noticeable overexposure in the background, which is evident through excessive brightness overshadowing details... |
1693839090_ren | 1.94 | [
"koniq/1693839090.jpg",
"tools/1693839090/LuminanceHistogram.png",
"tools/1693839090/GradientMagnitudeHistogram.png",
"tools/1693839090/GradientOrientationCoherenceMap.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays low luminance and dark appearance, as observed in the <LuminanceHistogram><image>, confirming underexposure and poor lightin... |
3455219027_zhongchang | 2.41 | [
"koniq/3455219027.jpg",
"tools/3455219027/GradientMagnitudeHistogram.png",
"tools/3455219027/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows noticeable blur and lack of focus, as observed in the <GradientMagnitudeHistogram><image> where a predominance of... |
1430765461_yingjie | 3.29 | [
"koniq/1430765461.jpg",
"tools/1430765461/GradientMagnitudeHistogram.png",
"tools/1430765461/ExtremeLuminanceMap.png",
"tools/1430765461/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays balanced structural clarity, as indicated by the prominent edges surrounding the candle <GradientMagnitudeHistogram><... |
4489064763_wenxin | 3.71 | [
"koniq/4489064763.jpg",
"tools/4489064763/GradientMagnitudeHistogram.png",
"tools/4489064763/PerceptualColorfulnessMap.png",
"tools/4489064763/GradientOrientationCoherenceMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates strong sharpness, with clear text and details manifesting through <GradientMagnitudeHistogram><image> where e... |
3754591467_yingjie | 2.62 | [
"koniq/3754591467.jpg",
"tools/3754591467/GradientMagnitudeMap.png",
"tools/3754591467/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The overall sharpness appears deficient, with edges lacking definition as reflected in the <GradientMagnitudeMap><image>, which indicate... |
5013613228_jingzhi | 4.02 | [
"koniq/5013613228.jpg",
"tools/5013613228/LuminanceHistogram.png",
"tools/5013613228/GradientMagnitudeMap.png",
"tools/5013613228/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a generally balanced exposure, with well-preserved details in both shadows and highlights, as observed in the <L... |
8351568109_zhongchang | 3.66 | [
"koniq/8351568109.jpg",
"tools/8351568109/GradientMagnitudeHistogram.png",
"tools/8351568109/ChromaticDeviationMap.png",
"tools/8351568109/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a moderate level of sharpness, as reflected in the density and contrast of edges across the structure <GradientM... |
2093280771_XieYuxuan | 2.8 | [
"koniq/2093280771.jpg",
"tools/2093280771/GradientMagnitudeHistogram.png",
"tools/2093280771/NoiseResidualMap.png",
"tools/2093280771/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image appears to have low sharpness, as confirmed by the dominance of weak edges in the <GradientMagnitudeHistogram><image>, in... |
218457399_fb | 2.89 | [
"koniq/218457399.jpg",
"tools/218457399/LuminanceHistogram.png",
"tools/218457399/GradientMagnitudeHistogram.png",
"tools/218457399/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The exposure balance appears sufficient with adequate illumination levels as confirmed by the <LuminanceHistogram><image>, sug... |
371935095_hzh | 4.44 | [
"koniq/371935095.jpg",
"tools/371935095/GradientMagnitudeMap.png",
"tools/371935095/LuminanceHistogram.png",
"tools/371935095/PerceptualColorfulnessMap.png",
"tools/371935095/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates strong sharpness in capturing the camera's details, as observed in the continuity and contrast of edges... |
5605845677_HuangMenghui | 3.01 | [
"koniq/5605845677.jpg",
"tools/5605845677/GradientMagnitudeHistogram.png",
"tools/5605845677/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays significant softness and lacks distinct edges as observed in the <GradientMagnitudeHistogram><image> which shifts towards lo... |
5913086401_yingjie | 2.19 | [
"koniq/5913086401.jpg",
"tools/5913086401/DoGSharpnessMap.png",
"tools/5913086401/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Inspect the image closely and offer an evaluation rooted in your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits significant blurring, evident as a lack of sharp edges and fine detail <DoGSharpnessMap><image>, confirming a pronounced loss ... |
2304572915_zty | 2.61 | [
"koniq/2304572915.jpg",
"tools/2304572915/GradientMagnitudeHistogram.png",
"tools/2304572915/LuminanceHistogram.png",
"tools/2304572915/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Describe the quality of the image, and the provide a final evaluation\n<image>"
},
{
"from": "gpt",
"value": "<think>Sharpness is generally low, reflecting a lack of detail and clarity across the scene, as seen in <GradientMagnitudeHistogram><image> which shows an ab... |
4582906874_yingjie | 3.31 | [
"koniq/4582906874.jpg",
"tools/4582906874/GradientMagnitudeHistogram.png",
"tools/4582906874/HighFrequencyResidualMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays moderate sharpness in the details of the bamboo basket, with well-defined edges as observed in the <GradientMagn... |
6451339307_jingzhi | 3.68 | [
"koniq/6451339307.jpg",
"tools/6451339307/GradientMagnitudeMap.png",
"tools/6451339307/NoiseResidualMap.png",
"tools/6451339307/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates a moderate sharpness level as seen in the clarity of the quilt patterns and the structural details in the tatami room... |
8003027258_yingjie | 3.28 | [
"koniq/8003027258.jpg",
"tools/8003027258/LuminanceHistogram.png",
"tools/8003027258/GradientMagnitudeMap.png",
"tools/8003027258/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image presents a slight underexposure with a darker tone dominating the scene, as reflected in the <LuminanceHistogram><image>, which sh... |
3156288845_HuangMenghui | 3.75 | [
"koniq/3156288845.jpg",
"tools/3156288845/GradientMagnitudeHistogram.png",
"tools/3156288845/LuminanceHistogram.png",
"tools/3156288845/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays an adequate level of sharpness, particularly in the fur beneath the nose, with <GradientMagnitudeHistogram><imag... |
6867407079_hzh | 3.07 | [
"koniq/6867407079.jpg",
"tools/6867407079/GradientMagnitudeHistogram.png",
"tools/6867407079/NoiseResidualMap.png",
"tools/6867407079/ExtremeLuminanceMap.png",
"tools/6867407079/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Analyze the image quality and then examine its overall quality.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays moderate sharpness with discernible details in the main subject, as reflected in the <GradientMagnitudeHistogram><image>, indicating sati... |
8482992711_pf | 3.41 | [
"koniq/8482992711.jpg",
"tools/8482992711/LuminanceHistogram.png",
"tools/8482992711/GradientMagnitudeMap.png",
"tools/8482992711/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Inspect the image closely and offer an evaluation rooted in your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image maintains excellent exposure balance, as evidenced by a well-distributed luminance <LuminanceHistogram><image>, manifesting as a harmon... |
6840500976_zhongchang | 3.65 | [
"koniq/6840500976.jpg",
"tools/6840500976/GradientMagnitudeHistogram.png",
"tools/6840500976/NoiseResidualMap.png",
"tools/6840500976/PerceptualColorfulnessMap.png",
"tools/6840500976/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits notable structural sharpness, with well-defined textures and details observed in the subject <GradientMagnitudeHist... |
5359274053_zicheng | 2.17 | [
"koniq/5359274053.jpg",
"tools/5359274053/GradientOrientationCoherenceMap.png",
"tools/5359274053/ChromaticDeviationMap.png",
"tools/5359274053/HighFrequencyResidualMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image demonstrates notable motion blur, as reflected in the <GradientOrientationCoherenceMap><image>, where low coherence ... |
2501256504_wenxin | 3.03 | [
"koniq/2501256504.jpg",
"tools/2501256504/GradientMagnitudeHistogram.png",
"tools/2501256504/PerceptualColorfulnessMap.png",
"tools/2501256504/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a focused central region with noticeable blurring in the surrounding petals <GradientMagnitudeHistogram><image> as ... |
5320573901_HuangMenghui | 2.33 | [
"koniq/5320573901.jpg",
"tools/5320573901/NoiseResidualMap.png",
"tools/5320573901/LuminanceHistogram.png",
"tools/5320573901/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits substantial noise interference, as reflected in the heightened responses observed in the <NoiseResidualMap><image>,... |
4232014784_fb | 1.31 | [
"koniq/4232014784.jpg",
"tools/4232014784/GradientMagnitudeHistogram.png",
"tools/4232014784/LuminanceHistogram.png",
"tools/4232014784/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image suffers from severe lack of sharpness, with disrupted edge clarity and minimal structural definition as reflected in the ... |
5678174838_wenxin | 3.71 | [
"koniq/5678174838.jpg",
"tools/5678174838/GradientMagnitudeHistogram.png",
"tools/5678174838/ChromaticDeviationMap.png",
"tools/5678174838/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays a pronounced sharpness level, evident in the strong edge definition across key structural elements, as reflected... |
5535054309_yingjie | 2.58 | [
"koniq/5535054309.jpg",
"tools/5535054309/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows a noticeable lack of sharpness and detail, as indicated by the weak and sparse distribution of edges <GradientMagni... |
6329859114_yingjie | 2.3 | [
"koniq/6329859114.jpg",
"tools/6329859114/GradientMagnitudeHistogram.png",
"tools/6329859114/NoiseResidualMap.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays significant blurriness, as observed with reduced edge strength in the <GradientMagnitudeHistogram><image>, con... |
9246527762_HuangMenghui | 2.49 | [
"koniq/9246527762.jpg",
"tools/9246527762/GradientMagnitudeHistogram.png",
"tools/9246527762/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a lack of sharpness as reflected in the uniform low gradient magnitudes across the scene <GradientMagnitudeHis... |
2421141390_zhongchang | 2.49 | [
"koniq/2421141390.jpg",
"tools/2421141390/HighFrequencyResidualMap.png",
"tools/2421141390/LuminanceHistogram.png",
"tools/2421141390/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays a low level of sharpness and detail as reflected in <HighFrequencyResidualMap><image>, showing attenuated r... |
306315468_HuangMenghui | 2.36 | [
"koniq/306315468.jpg",
"tools/306315468/ExtremeLuminanceMap.png",
"tools/306315468/GradientMagnitudeMap.png"
] | [
{
"from": "human",
"value": "Study and appraise the quality of the image, drawing conclusions from your examination.\n<image>"
},
{
"from": "gpt",
"value": "<think>Overexposure is apparent in the upper half of the image as indicated by elevated luminance values <ExtremeLuminanceMap><image>, resu... |
2999079951_yingjie | 2.5 | [
"koniq/2999079951.jpg",
"tools/2999079951/GradientMagnitudeHistogram.png",
"tools/2999079951/ChromaticDeviationMap.png"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image shows a noticeable lack of sharpness, as reflected in the dense distribution of low gradient magnitudes <GradientMagnitudeHistog... |
10207172624_HuangMenghui | 3.87 | [
"koniq/10207172624.jpg",
"tools/10207172624/ExtremeLuminanceMap.png",
"tools/10207172624/DoGSharpnessMap.png",
"tools/10207172624/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Discuss and assess the quality of the picture, and form conclusions based on your evaluation.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits balanced exposure, with highlights sufficiently detailed as reflected in the <ExtremeLuminanceMap><image>, ... |
5461710344_hzh | 3.26 | [
"koniq/5461710344.jpg",
"tools/5461710344/DoGSharpnessMap.png",
"tools/5461710344/NoiseResidualMap.png",
"tools/5461710344/PerceptualColorfulnessMap.png",
"tools/5461710344/LuminanceHistogram.png"
] | [
{
"from": "human",
"value": "Describe the quality of the image, and the provide a final evaluation\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays moderate sharpness with some noticeable blurriness present in the background, as reflected in the <DoGSharpnessMap><image>, indicat... |
4622900651_cauchy | 3.95 | [
"koniq/4622900651.jpg",
"tools/4622900651/PerceptualColorfulnessMap.png",
"tools/4622900651/ExtremeLuminanceMap.png",
"tools/4622900651/GradientMagnitudeMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a clear and vibrant color representation, as demonstrated by the <PerceptualColorfulnessMap><image>, where the vivid ... |
4535634069_zicheng | 3.79 | [
"koniq/4535634069.jpg",
"tools/4535634069/GradientMagnitudeMap.png",
"tools/4535634069/ExtremeLuminanceMap.png",
"tools/4535634069/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Delve into the quality of the photograph and give a verdict based on your scrutiny.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits generally strong edge clarity as seen in the prominent details of the keys and typebars <GradientMagnitudeMap><image>... |
3147028593_wenxin | 3.02 | [
"koniq/3147028593.jpg",
"tools/3147028593/GradientMagnitudeMap.png",
"tools/3147028593/LuminanceHistogram.png",
"tools/3147028593/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Analyze the characteristics of the image and determine its quality based on your findings.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits low sharpness, corresponding to the weak edge strength and limited detail observed in the <GradientMagnitudeMa... |
4190943330_zhongchang | 2.91 | [
"koniq/4190943330.jpg",
"tools/4190943330/DoGSharpnessMap.png",
"tools/4190943330/NoiseResidualMap.png",
"tools/4190943330/LuminanceHistogram.png",
"tools/4190943330/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Investigate the image's attributes and provide feedback based on your critique.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits noticeable blur with weak edge transitions as reflected in the <DoGSharpnessMap><image>, confirming reduced sharpness lev... |
4598385226_wenxin | 3.33 | [
"koniq/4598385226.jpg",
"tools/4598385226/HighFrequencyResidualMap.png"
] | [
{
"from": "human",
"value": "Take a detailed look at the image's quality and rate it according to your assessment.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image suffers from notable blurriness, which is evident in the lack of sharp edges and fine details as revealed by the <HighFreque... |
4764407251_zicheng | 3.42 | [
"koniq/4764407251.jpg",
"tools/4764407251/GradientMagnitudeMap.png",
"tools/4764407251/PerceptualColorfulnessMap.png",
"tools/4764407251/HighFrequencyResidualMap.png"
] | [
{
"from": "human",
"value": "Examine the image's quality and provide an evaluation based on your observations.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits moderate sharpness, as reflected in the <GradientMagnitudeMap><image> where edge structures maintain substantial clarit... |
6095633645_ren | 2.64 | [
"koniq/6095633645.jpg",
"tools/6095633645/GradientMagnitudeMap.png",
"tools/6095633645/PerceptualColorfulnessMap.png",
"tools/6095633645/ExtremeLuminanceMap.png"
] | [
{
"from": "human",
"value": "Inspect the image closely and offer an evaluation rooted in your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays a prominent lack of sharpness, as reflected in the low edge density on the <GradientMagnitudeMap><image>, resulting in diminis... |
2318824279_XieYuxuan | 3.65 | [
"koniq/2318824279.jpg",
"tools/2318824279/ExtremeLuminanceMap.png",
"tools/2318824279/GradientMagnitudeHistogram.png"
] | [
{
"from": "human",
"value": "Break down the quality aspects of the image and judge it from your analysis.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits a balanced exposure with clearly defined snow textures, as observed in the absence of highlight clipping on the <ExtremeLumi... |
4335495125_cauchy | 2.12 | [
"koniq/4335495125.jpg",
"tools/4335495125/GradientMagnitudeMap.png",
"tools/4335495125/LuminanceHistogram.png",
"tools/4335495125/PerceptualColorfulnessMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image exhibits noticeable blur with insufficient sharpness as reflected in the <GradientMagnitudeMap><image>, showing low edge ... |
8463190672_wenxin | 3.9 | [
"koniq/8463190672.jpg",
"tools/8463190672/GradientMagnitudeHistogram.png",
"tools/8463190672/ColorSaturationClippingMap.png"
] | [
{
"from": "human",
"value": "Explore the quality factors of the image and offer an evaluation based on your insights.\n<image>"
},
{
"from": "gpt",
"value": "<think>The image displays strong structural clarity with distinct edge details as confirmed by the <GradientMagnitudeHistogram><image>, im... |
End of preview. Expand in Data Studio
Q-Tool
[ECCV 2026] IQA-T1: Tool-based Visual Evidence Reasoning for Image Quality Assessment
This repository provides the Q-Tool dataset, an open-source multimodal reasoning dataset developed for IQA-T1. Q-Tool contains 10,373 images from KonIQ-10k, each paired with 15 types of pre-computed visual analysis tool maps and multi-turn reasoning conversations.
Quick Links
- 📄 Paper
- 💻 GitHub
- 🎮 Online Demo
- 🤗 IQA-T1 Model
Contents
| Directory | Description |
|---|---|
koniq/ |
10,373 original KonIQ-10k images |
tools/ |
Pre-computed tool maps (15 types per image) |
metas/ |
Training data |
Usage
See the GitHub repository for training instructions and the full IQA-T1 pipeline.
Citation
@inproceedings{wu2026iqat1,
title={IQA-T1: Tool-based Visual Evidence Reasoning for Image Quality Assessment},
author={Wu, Jinjian and Tang, Jiaqi and Wei, Wei and Yan, Yingying and Chen, Jianmin and Geng, Botong and Zhang, Lei and Chen, Qifeng},
booktitle={European Conference on Computer Vision (ECCV)},
year={2026}
}
- Downloads last month
- -