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id
stringlengths
15
33
image
stringlengths
28
32
gt_score
float64
1.25
4.17
gt_score_norm
float64
1.2
4.82
level_probs_org
listlengths
5
5
level_probs
listlengths
5
5
std
float64
0.35
1.1
std_norm
float64
0.43
1.37
conversations
listlengths
2
2
10004473376.jpg->3.82857142857143
koniq10k/512x384/10004473376.jpg
3.828571
4.400807
[ 0.4006917923, 0.5044722747, 0.0622957309, 0.0007545246, 8.964e-7 ]
[ 0.4222323401, 0.5336233995, 0.0590205403, 0, 0 ]
0.527278
0.656258
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10007903636.jpg->3.78125
koniq10k/512x384/10007903636.jpg
3.78125
4.34191
[ 0.3676832795, 0.5307964441, 0.0751196086, 0.001042197, 0.0000014175 ]
[ 0.3832408141, 0.5562548667, 0.0729186737, 0, 0 ]
0.52722
0.656185
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10009096245.jpg->3.92660550458716
koniq10k/512x384/10009096245.jpg
3.926606
4.522822
[ 0.4544222781, 0.4332899836, 0.0512738727, 0.0007530296, 0.0000013725 ]
[ 0.5025190439, 0.4785282702, 0.0448383997, 0, 0 ]
0.556218
0.692277
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
100117038.jpg->3.83
koniq10k/512x384/100117038.jpg
3.83
4.402585
[ 0.4009222955, 0.5003188462, 0.0642751715, 0.0008500596, 0.0000011574 ]
[ 0.4238089562, 0.5309409955, 0.0609624324, 0, 0 ]
0.53286
0.663205
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10012398043.jpg->3.33980582524272
koniq10k/512x384/10012398043.jpg
3.339806
3.792482
[ 0.1516825962, 0.4992339315, 0.305090191, 0.0346184965, 0.0007293634 ]
[ 0.1518338484, 0.511155895, 0.3104369822, 0.0308050747, 0 ]
0.619193
0.770657
[ { "from": "human", "value": "How would you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10013822223.jpg->3.58181818181818
koniq10k/512x384/10013822223.jpg
3.581818
4.093694
[ 0.2358330489, 0.5973232855, 0.1536249921, 0.0040120095, 0.0000106392 ]
[ 0.2386888505, 0.6099340049, 0.1542623856, 0.0006120537, 0 ]
0.531258
0.661212
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10014002683.jpg->3.4811320754717
koniq10k/512x384/10014002683.jpg
3.481132
3.968379
[ 0.2188597283, 0.4922015904, 0.2410113527, 0.0256950412, 0.0005964561 ]
[ 0.2248647566, 0.517986323, 0.2486193282, 0.0177221871, 0 ]
0.65073
0.809909
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10017119924.jpg->3.42342342342342
koniq10k/512x384/10017119924.jpg
3.423423
3.896554
[ 0.1582807154, 0.5776677577, 0.246715401, 0.0123305487, 0.0000721168 ]
[ 0.1585837501, 0.5850098002, 0.2485027269, 0.0101839503, 0 ]
0.548544
0.682726
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10022844623.jpg->3.2843137254902
koniq10k/512x384/10022844623.jpg
3.284314
3.723416
[ 0.1252057233, 0.4964900846, 0.3340329455, 0.0381294334, 0.0007384545 ]
[ 0.124606317, 0.5043529791, 0.3381931223, 0.0355453872, 0 ]
0.603249
0.750813
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10027545463.jpg->3.74509803921569
koniq10k/512x384/10027545463.jpg
3.745098
4.296915
[ 0.3433911296, 0.538977966, 0.0918998442, 0.0017022383, 0.0000034252 ]
[ 0.357017826, 0.5642472825, 0.0905561184, 0, 0 ]
0.539275
0.671189
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10027582235.jpg->3.82242990654206
koniq10k/512x384/10027582235.jpg
3.82243
4.393163
[ 0.3987129321, 0.5303425755, 0.048840108, 0.0003114015, 1.375e-7 ]
[ 0.4131231191, 0.5512681568, 0.0459323162, 0, 0 ]
0.491687
0.611961
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10029841663.jpg->3.46268656716418
koniq10k/512x384/10029841663.jpg
3.462687
3.945421
[ 0.1865437659, 0.5600250622, 0.2316073712, 0.013195185, 0.0001035611 ]
[ 0.187920265, 0.5718424344, 0.2342436479, 0.00972563, 0 ]
0.570671
0.710265
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10031298826.jpg->2.87704918032787
koniq10k/512x384/10031298826.jpg
2.877049
3.216528
[ 0.0144470328, 0.2971448686, 0.5794332667, 0.1071233708, 0.0018776327 ]
[ 0.0132619058, 0.2977573075, 0.5818406681, 0.1065275367, 0.0006125818 ]
0.523464
0.651511
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10031913154.jpg->3.48507462686567
koniq10k/512x384/10031913154.jpg
3.485075
3.973286
[ 0.2026346759, 0.5478291975, 0.2241442861, 0.0138790985, 0.0001300607 ]
[ 0.2050907562, 0.5629048959, 0.2273867146, 0.0094346542, 0 ]
0.584706
0.727733
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10041870415.jpg->3.45192307692308
koniq10k/512x384/10041870415.jpg
3.451923
3.932025
[ 0.1667664802, 0.5932507922, 0.2259575399, 0.0092145535, 0.0000402328 ]
[ 0.1672091438, 0.6004504252, 0.2273379922, 0.007161056, 0 ]
0.537521
0.669006
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10047832035.jpg->3.65346534653465
koniq10k/512x384/10047832035.jpg
3.653465
4.182867
[ 0.2827803325, 0.5746529607, 0.1248236818, 0.0028981658, 0.0000071926 ]
[ 0.2891833774, 0.592749962, 0.1248981505, 0, 0 ]
0.53732
0.668756
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10048365153.jpg->3.07920792079208
koniq10k/512x384/10048365153.jpg
3.079208
3.468138
[ 0.0690732047, 0.4106897062, 0.4339300341, 0.081475547, 0.0027185451 ]
[ 0.0677400075, 0.4139525815, 0.4375055823, 0.0803092095, 0.0004926192 ]
0.61128
0.760808
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10058760545.jpg->1.62
koniq10k/512x384/10058760545.jpg
1.62
1.651987
[ 0.0000375601, 0.0047787042, 0.1108991242, 0.469440639, 0.362466477 ]
[ 0, 0, 0, 0.6519865934, 0.3480134066 ]
0.61595
0.76662
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is bad." } ]
10068507976.jpg->3.1
koniq10k/512x384/10068507976.jpg
3.1
3.494016
[ 0.0485696889, 0.4467494253, 0.4526851101, 0.0505314713, 0.0006213856 ]
[ 0.0481537409, 0.4478721923, 0.4538308148, 0.0501231044, 0.0000201475 ]
0.540981
0.673313
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10068778516.jpg->3.68421052631579
koniq10k/512x384/10068778516.jpg
3.684211
4.221133
[ 0.3056381997, 0.5499354237, 0.120400243, 0.0032074112, 0.0000103967 ]
[ 0.3157877055, 0.5734074672, 0.1204479571, 0, 0 ]
0.553601
0.68902
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10069534975.jpg->3.67592592592593
koniq10k/512x384/10069534975.jpg
3.675926
4.210822
[ 0.2896693571, 0.596427021, 0.101057627, 0.0014090873, 0.0000016168 ]
[ 0.2948120559, 0.6110958593, 0.1003431235, 0, 0 ]
0.50841
0.632774
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10071864114.jpg->3.74107142857143
koniq10k/512x384/10071864114.jpg
3.741071
4.291903
[ 0.3401713027, 0.5461870773, 0.0901100777, 0.0015275432, 0.0000026607 ]
[ 0.3524677179, 0.5697355732, 0.088748757, 0, 0 ]
0.532638
0.662929
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10075168775.jpg->3.72277227722772
koniq10k/512x384/10075168775.jpg
3.722772
4.269128
[ 0.3295808127, 0.5395396941, 0.1044477152, 0.0023910494, 0.0000064728 ]
[ 0.34256917, 0.5653103248, 0.1037299944, 0, 0 ]
0.549887
0.684398
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10077468576.jpg->3.66037735849057
koniq10k/512x384/10077468576.jpg
3.660377
4.19147
[ 0.2806784634, 0.5959709982, 0.1102361841, 0.0017762587, 0.0000024933 ]
[ 0.2855241839, 0.6106184862, 0.1097832203, 0, 0 ]
0.514306
0.640112
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10077880165.jpg->2.19444444444444
koniq10k/512x384/10077880165.jpg
2.194444
2.366949
[ 0.000831957, 0.0450209206, 0.3750850833, 0.481113045, 0.0950093595 ]
[ 0, 0.0434814299, 0.3780936791, 0.4855826428, 0.0941586795 ]
0.58738
0.731062
[ { "from": "human", "value": "How would you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10079711433.jpg->3.12878787878788
koniq10k/512x384/10079711433.jpg
3.128788
3.529846
[ 0.050501202, 0.469086475, 0.4380004784, 0.0411118231, 0.0003879086 ]
[ 0.0502186441, 0.4701074177, 0.4389246173, 0.0408000261, 0 ]
0.530091
0.65976
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
100882570.jpg->3.41414141414141
koniq10k/512x384/100882570.jpg
3.414141
3.885001
[ 0.1920059548, 0.4846582368, 0.2714563553, 0.0337371153, 0.0009303779 ]
[ 0.1951646225, 0.5060591894, 0.2795675107, 0.0270302004, 0 ]
0.654811
0.814987
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10089027076.jpg->1.87037037037037
koniq10k/512x384/10089027076.jpg
1.87037
1.963601
[ 0.0004944236, 0.0219559635, 0.2185149986, 0.487399898, 0.243649232 ]
[ 0, 0.0122163068, 0.2262565306, 0.5190549969, 0.2536261039 ]
0.656991
0.817701
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10091520555.jpg->2.30188679245283
koniq10k/512x384/10091520555.jpg
2.301887
2.500673
[ 0.000555899, 0.0484046987, 0.4513432047, 0.4506652014, 0.0481868871 ]
[ 0.0000019008, 0.0480242598, 0.4524243219, 0.4517438594, 0.0478056581 ]
0.53754
0.66903
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10094235786.jpg->3.27
koniq10k/512x384/10094235786.jpg
3.27
3.705601
[ 0.0684783106, 0.5827702481, 0.3348233876, 0.0129869833, 0.0000340075 ]
[ 0.0688587963, 0.5823712189, 0.3348001727, 0.0134515775, 0.0005182346 ]
0.489382
0.609092
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10110458216.jpg->3.37
koniq10k/512x384/10110458216.jpg
3.37
3.830062
[ 0.1486443792, 0.5374942185, 0.2853314289, 0.0222369866, 0.0002544209 ]
[ 0.1487389413, 0.5462202205, 0.2884600826, 0.0195256382, 0 ]
0.580056
0.721946
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10111411235.jpg->1.69911504424779
koniq10k/512x384/10111411235.jpg
1.699115
1.750454
[ 0.0000225188, 0.0043490404, 0.1238474578, 0.5200267487, 0.3219653962 ]
[ 0, 0, 0.1243581065, 0.5512809355, 0.3378500095 ]
0.580716
0.722768
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is bad." } ]
10115071674.jpg->3.73394495412844
koniq10k/512x384/10115071674.jpg
3.733945
4.283033
[ 0.3346783054, 0.4746815308, 0.1344764865, 0.0076095613, 0.0000860087 ]
[ 0.3630212907, 0.5211095494, 0.1369582352, 0, 0 ]
0.633073
0.787932
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10118773964.jpg->3.03960396039604
koniq10k/512x384/10118773964.jpg
3.039604
3.418846
[ 0.0392716056, 0.4072045782, 0.4853506919, 0.0664978586, 0.0010472941 ]
[ 0.0387461204, 0.4081706835, 0.4866335995, 0.066082748, 0.0003668486 ]
0.546275
0.679901
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10121813934.jpg->3.35238095238095
koniq10k/512x384/10121813934.jpg
3.352381
3.808133
[ 0.1780586559, 0.4511599188, 0.2981992709, 0.051415172, 0.0023125155 ]
[ 0.1804533777, 0.4742384524, 0.3096930567, 0.0442183235, 0 ]
0.693111
0.862656
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10125013364.jpg->2.19083969465649
koniq10k/512x384/10125013364.jpg
2.19084
2.362462
[ 0.0009730079, 0.0471344373, 0.3716775744, 0.4770901504, 0.0996874769 ]
[ 0, 0.0453591269, 0.3751545225, 0.4822730477, 0.098762661 ]
0.596329
0.742199
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10126857344.jpg->3.51754385964912
koniq10k/512x384/10126857344.jpg
3.517544
4.013697
[ 0.2267397424, 0.5227924144, 0.2163166186, 0.0160623643, 0.0002140366 ]
[ 0.2320176451, 0.5447011664, 0.2210089991, 0.0095054009, 0 ]
0.613022
0.762976
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10130566006.jpg->3.68867924528302
koniq10k/512x384/10130566006.jpg
3.688679
4.226695
[ 0.3127393939, 0.5045845855, 0.1414295866, 0.0068865462, 0.0000582529 ]
[ 0.3306362509, 0.5401847048, 0.143518164, 0, 0 ]
0.607308
0.755864
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10131980434.jpg->3.19259259259259
koniq10k/512x384/10131980434.jpg
3.192593
3.609258
[ 0.0808479001, 0.4853144073, 0.3895383536, 0.0418070828, 0.0005999597 ]
[ 0.0801929621, 0.4881785547, 0.3915691957, 0.0408124678, 0 ]
0.566428
0.704984
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10133867305.jpg->3.19047619047619
koniq10k/512x384/10133867305.jpg
3.190476
3.606624
[ 0.0609956057, 0.5120527744, 0.39722221, 0.028474424, 0.0001886162 ]
[ 0.0608804879, 0.5130048968, 0.3979026333, 0.0282823582, 0 ]
0.520636
0.647992
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10134737015.jpg->3.00934579439252
koniq10k/512x384/10134737015.jpg
3.009346
3.381187
[ 0.0670622157, 0.3677028528, 0.4405322707, 0.1153241024, 0.0065966595 ]
[ 0.0648253402, 0.3718095121, 0.4461756349, 0.1141055555, 0.0030839572 ]
0.651491
0.810855
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10147970884.jpg->3.81081081081081
koniq10k/512x384/10147970884.jpg
3.810811
4.378702
[ 0.3886297809, 0.5482838373, 0.0453134771, 0.0002193825, 6.22e-8 ]
[ 0.3998790044, 0.5659631893, 0.0427355043, 0, 0 ]
0.476989
0.593667
[ { "from": "human", "value": "How would you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10153847086.jpg->3.1651376146789
koniq10k/512x384/10153847086.jpg
3.165138
3.575088
[ 0.0746148993, 0.4702684178, 0.4049841923, 0.0476543261, 0.0007661937 ]
[ 0.0739101392, 0.4728770078, 0.4070460678, 0.0467237881, 0 ]
0.569499
0.708807
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10155925686.jpg->2.97087378640777
koniq10k/512x384/10155925686.jpg
2.970874
3.333304
[ 0.0541281597, 0.353921241, 0.4628304102, 0.1210511827, 0.0063321046 ]
[ 0.0523304222, 0.3565426333, 0.4670571891, 0.1202399307, 0.0038298246 ]
0.633328
0.788249
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
101601008.jpg->3.32
koniq10k/512x384/101601008.jpg
3.32
3.767831
[ 0.1633085258, 0.4540489377, 0.3123565129, 0.0531682742, 0.0022392813 ]
[ 0.1641945332, 0.4729548821, 0.3224804357, 0.047227847, 0 ]
0.679869
0.846175
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10164654253.jpg->2.97
koniq10k/512x384/10164654253.jpg
2.97
3.332216
[ 0.027412856, 0.3623305515, 0.5250352966, 0.0834074651, 0.0014526274 ]
[ 0.0267692506, 0.3630766784, 0.5264565626, 0.0829962078, 0.0007013006 ]
0.540389
0.672576
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10177270623.jpg->3.30392156862745
koniq10k/512x384/10177270623.jpg
3.303922
3.74782
[ 0.1747257723, 0.4095137005, 0.3093100565, 0.0752893906, 0.0059059214 ]
[ 0.1774905174, 0.4388218525, 0.3272899169, 0.0668125851, 0 ]
0.755039
0.939732
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10177793964.jpg->3.4020618556701
koniq10k/512x384/10177793964.jpg
3.402062
3.869967
[ 0.1411739152, 0.5894470094, 0.254662001, 0.0113844642, 0.0000526611 ]
[ 0.1411766139, 0.5944841306, 0.2559392508, 0.0099295359, 0 ]
0.533459
0.663952
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10178112894.jpg->2.5377358490566
koniq10k/512x384/10178112894.jpg
2.537736
2.794214
[ 0.0071970745, 0.1467438518, 0.5109034465, 0.3037335399, 0.0308334181 ]
[ 0.0058776117, 0.1464652378, 0.5133410193, 0.3046258776, 0.0296902536 ]
0.604342
0.752173
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10178914656.jpg->3.50943396226415
koniq10k/512x384/10178914656.jpg
3.509434
4.003604
[ 0.1888923427, 0.6153363329, 0.1856808786, 0.0051901298, 0.0000134383 ]
[ 0.1897087278, 0.6229297656, 0.1864462271, 0.0030871195, 0 ]
0.520902
0.648322
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10183769356.jpg->3.6
koniq10k/512x384/10183769356.jpg
3.6
4.116324
[ 0.2675064767, 0.5160793517, 0.1795928678, 0.0112733271, 0.0001276455 ]
[ 0.2779505259, 0.5448776704, 0.1835455005, 0.0027974831, 0 ]
0.613941
0.764119
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10186643874.jpg->2.88095238095238
koniq10k/512x384/10186643874.jpg
2.880952
3.221386
[ 0.0190304684, 0.3044571261, 0.5570548116, 0.1165641058, 0.0027895032 ]
[ 0.0182207701, 0.3049574425, 0.5587144684, 0.1162020549, 0.0019052641 ]
0.545632
0.679102
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10186680555.jpg->3.06730769230769
koniq10k/512x384/10186680555.jpg
3.067308
3.453327
[ 0.0610139973, 0.4100633826, 0.4464236721, 0.0787259945, 0.0022488672 ]
[ 0.0599410784, 0.4124581148, 0.4491796277, 0.0778290364, 0.0005921427 ]
0.595524
0.741198
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10191607755.jpg->4
koniq10k/512x384/10191607755.jpg
4
4.614169
[ 0.4349189248, 0.3672268255, 0.0704545687, 0.0030713732, 0.0000304232 ]
[ 0.5398293978, 0.4512779388, 0.0630551388, 0, 0 ]
0.660033
0.821487
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10196228605.jpg->3.33333333333333
koniq10k/512x384/10196228605.jpg
3.333333
3.784426
[ 0.1267567886, 0.5424082952, 0.3043513042, 0.0223932826, 0.0002160499 ]
[ 0.1264696075, 0.5482125625, 0.3066668031, 0.0205766355, 0 ]
0.563699
0.701589
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10203647273.jpg->3.7196261682243
koniq10k/512x384/10203647273.jpg
3.719626
4.265212
[ 0.3291902444, 0.5170162861, 0.1187193873, 0.0039856506, 0.0000195631 ]
[ 0.3462514041, 0.5491244258, 0.1189194623, 0, 0 ]
0.579434
0.721172
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10205220286.jpg->2.10377358490566
koniq10k/512x384/10205220286.jpg
2.103774
2.254098
[ 0.0000646093, 0.0152584106, 0.3162546947, 0.5752783553, 0.091840123 ]
[ 0, 0.0149409121, 0.3168806768, 0.5767162538, 0.0917626718 ]
0.515091
0.64109
[ { "from": "human", "value": "How would you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10207172624.jpg->3.40594059405941
koniq10k/512x384/10207172624.jpg
3.405941
3.874794
[ 0.1783383882, 0.5107717173, 0.2718179056, 0.0268780959, 0.0004938421 ]
[ 0.1798680595, 0.5262434867, 0.277268064, 0.0220555934, 0 ]
0.619326
0.770822
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10209014225.jpg->3.36538461538462
koniq10k/512x384/10209014225.jpg
3.365385
3.824318
[ 0.1372500799, 0.5559826263, 0.2840838167, 0.0183091603, 0.0001488425 ]
[ 0.1371464898, 0.5622960686, 0.2862304382, 0.0163828131, 0 ]
0.55839
0.694981
[ { "from": "human", "value": "How would you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10211880874.jpg->2.30841121495327
koniq10k/512x384/10211880874.jpg
2.308411
2.508793
[ 0.006100967, 0.0994122032, 0.398826485, 0.3939413338, 0.0958037214 ]
[ 0.0002606802, 0.0969725529, 0.4072986945, 0.4022355088, 0.0932325636 ]
0.678667
0.844679
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10213881683.jpg->2.375
koniq10k/512x384/10213881683.jpg
2.375
2.591671
[ 0.0022265518, 0.0835738932, 0.4693251343, 0.3943141355, 0.0495651281 ]
[ 0.0010064855, 0.0829381122, 0.4714600497, 0.3959102769, 0.0486850757 ]
0.582936
0.725531
[ { "from": "human", "value": "How would you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10218118033.jpg->3.79439252336449
koniq10k/512x384/10218118033.jpg
3.794393
4.358267
[ 0.3768706544, 0.5237038312, 0.0714149328, 0.0009556573, 0.0000012549 ]
[ 0.3939595696, 0.550199875, 0.068934284, 0, 0 ]
0.527334
0.656328
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10221144393.jpg->1.68181818181818
koniq10k/512x384/10221144393.jpg
1.681818
1.728926
[ 8.601e-7, 0.0009412467, 0.0824344098, 0.5777964096, 0.3241174149 ]
[ 0, 0, 0.0810737901, 0.5950298614, 0.3318286882 ]
0.505598
0.629275
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is bad." } ]
10224586444.jpg->2.46078431372549
koniq10k/512x384/10224586444.jpg
2.460784
2.698439
[ 0.0023289159, 0.0987947478, 0.5234632639, 0.3464263004, 0.0286356996 ]
[ 0.0015331528, 0.0984217422, 0.5249513502, 0.3471385297, 0.027955225 ]
0.557071
0.693339
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10226277514.jpg->2.59433962264151
koniq10k/512x384/10226277514.jpg
2.59434
2.864664
[ 0.0105009803, 0.1730745781, 0.5140969887, 0.2752106151, 0.0265517802 ]
[ 0.0090643383, 0.1729681967, 0.5167810278, 0.2759399632, 0.025246474 ]
0.613783
0.763923
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10227210045.jpg->3.45631067961165
koniq10k/512x384/10227210045.jpg
3.456311
3.937486
[ 0.2011313565, 0.5130629044, 0.2476702356, 0.0226250417, 0.0003911266 ]
[ 0.2043675108, 0.5322354093, 0.2532840266, 0.0167414413, 0 ]
0.622719
0.775045
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10241630856.jpg->3.33962264150943
koniq10k/512x384/10241630856.jpg
3.339623
3.792254
[ 0.13789068, 0.527146476, 0.3029971626, 0.026185247, 0.0003402402 ]
[ 0.1377055507, 0.535082908, 0.3062568694, 0.0236694587, 0 ]
0.583696
0.726476
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10244715656.jpg->2.95412844036697
koniq10k/512x384/10244715656.jpg
2.954128
3.312462
[ 0.0661599718, 0.3379271631, 0.4371871904, 0.1432611027, 0.0118906525 ]
[ 0.062810066, 0.3428750772, 0.4451657935, 0.1422653122, 0.0068837511 ]
0.685637
0.853354
[ { "from": "human", "value": "How would you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
10258169584.jpg->3.14285714285714
koniq10k/512x384/10258169584.jpg
3.142857
3.547357
[ 0.0660384111, 0.4625614143, 0.4198991738, 0.0493996042, 0.0007531904 ]
[ 0.0654168295, 0.464583151, 0.4216365137, 0.0486671043, 0 ]
0.56208
0.699573
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10260190424.jpg->3.50925925925926
koniq10k/512x384/10260190424.jpg
3.509259
4.003386
[ 0.2040779237, 0.5772524697, 0.2012044745, 0.0086419457, 0.0000457391 ]
[ 0.2059929534, 0.589373591, 0.2030409171, 0.005211923, 0 ]
0.55527
0.691097
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
1026198859.jpg->3.58653846153846
koniq10k/512x384/1026198859.jpg
3.586538
4.099569
[ 0.2455382662, 0.5760822215, 0.1606692408, 0.0053267706, 0.0000209932 ]
[ 0.2497190219, 0.5920239446, 0.1618303018, 0.0009606461, 0 ]
0.550562
0.685237
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10262588616.jpg->3.25
koniq10k/512x384/10262588616.jpg
3.25
3.680708
[ 0.0859431248, 0.5310842968, 0.3553903853, 0.0257535903, 0.000202097 ]
[ 0.0856137912, 0.5333171796, 0.3566119803, 0.0250778078, 0 ]
0.538891
0.670712
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10265315316.jpg->3.31372549019608
koniq10k/512x384/10265315316.jpg
3.313725
3.760022
[ 0.1014413432, 0.5696399115, 0.310650828, 0.0164524775, 0.0000846207 ]
[ 0.1012520395, 0.5720032884, 0.3116021621, 0.0157998033, 0 ]
0.526155
0.654861
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10265809113.jpg->3.66990291262136
koniq10k/512x384/10265809113.jpg
3.669903
4.203326
[ 0.2866704998, 0.5945948217, 0.105461208, 0.0015995501, 0.0000020746 ]
[ 0.2918279211, 0.6095189717, 0.1048710417, 0, 0 ]
0.512364
0.637695
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10278246465.jpg->3.53488372093023
koniq10k/512x384/10278246465.jpg
3.534884
4.035279
[ 0.2080151135, 0.6027674347, 0.1769871934, 0.0052658814, 0.0000158759 ]
[ 0.2096069118, 0.6128419852, 0.1779122391, 0.0025008428, 0 ]
0.531015
0.660909
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10280683815.jpg->3.7378640776699
koniq10k/512x384/10280683815.jpg
3.737864
4.287911
[ 0.3396302818, 0.5260166069, 0.1035556718, 0.0025913717, 0.0000082427 ]
[ 0.3555661792, 0.555163061, 0.1027592417, 0, 0 ]
0.559432
0.696277
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10280835505.jpg->2.23
koniq10k/512x384/10280835505.jpg
2.23
2.411202
[ 0.0006607565, 0.0444991889, 0.3993647754, 0.4776331189, 0.0761247929 ]
[ 0, 0.0435844098, 0.4013277882, 0.480230851, 0.0754664825 ]
0.565953
0.704394
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10283619534.jpg->3.69
koniq10k/512x384/10283619534.jpg
3.69
4.228339
[ 0.3104839106, 0.5398165281, 0.1225285363, 0.0036308834, 0.0000140466 ]
[ 0.3222782717, 0.565724821, 0.122755466, 0, 0 ]
0.56309
0.70083
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10287677265.jpg->3.47058823529412
koniq10k/512x384/10287677265.jpg
3.470588
3.955256
[ 0.2154061329, 0.4881791054, 0.2463932306, 0.0276953475, 0.0006932874 ]
[ 0.2211816923, 0.5139844826, 0.2544441838, 0.0196872362, 0 ]
0.655606
0.815977
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10289468185.jpg->3.69306930693069
koniq10k/512x384/10289468185.jpg
3.693069
4.232159
[ 0.3095801287, 0.5564795129, 0.1120152396, 0.0025249738, 0.0000063737 ]
[ 0.3191706947, 0.5784996285, 0.1116598814, 0, 0 ]
0.543002
0.675829
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10290759976.jpg->3.80582524271845
koniq10k/512x384/10290759976.jpg
3.805825
4.372497
[ 0.3830461658, 0.5599029261, 0.0416845776, 0.0001580662, 3.05e-8 ]
[ 0.3926367159, 0.5757175154, 0.0392617453, 0, 0 ]
0.465648
0.579553
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10295875445.jpg->3.40366972477064
koniq10k/512x384/10295875445.jpg
3.40367
3.871968
[ 0.1743876912, 0.5177243146, 0.2717686055, 0.0252242348, 0.0004139565 ]
[ 0.1756019737, 0.5318152443, 0.2766351045, 0.0208442257, 0 ]
0.610392
0.759703
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10296038236.jpg->2.55045871559633
koniq10k/512x384/10296038236.jpg
2.550459
2.810049
[ 0.0087953882, 0.1560031164, 0.5046715533, 0.2977704992, 0.0320443749 ]
[ 0.0072278662, 0.1557535152, 0.5075435098, 0.2987901126, 0.0306849963 ]
0.615934
0.766601
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is fair." } ]
102995966.jpg->1.625
koniq10k/512x384/102995966.jpg
1.625
1.65821
[ 0.0000329993, 0.0045387519, 0.1103757173, 0.4745873249, 0.3607980888 ]
[ 0, 0, 0, 0.6582096665, 0.3417903335 ]
0.610387
0.759697
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is bad." } ]
10316734944.jpg->3.46534653465347
koniq10k/512x384/10316734944.jpg
3.465347
3.948732
[ 0.1745272692, 0.5921743711, 0.2190547254, 0.0088343042, 0.0000388426 ]
[ 0.1751717879, 0.6001722675, 0.2204832246, 0.0065615202, 0 ]
0.53971
0.671731
[ { "from": "human", "value": "Can you rate the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10319713194.jpg->1.26785714285714
koniq10k/512x384/10319713194.jpg
1.267857
1.213704
[ 1e-10, 0.0000022798, 0.0039556425, 0.2628392841, 0.6688440801 ]
[ 0, 0, 0, 0.2844986847, 0.7376278086 ]
0.444833
0.553646
[ { "from": "human", "value": "Rate the quality of this image.\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is bad." } ]
10325321.jpg->3.875
koniq10k/512x384/10325321.jpg
3.875
4.458593
[ 0.430753341, 0.4730793663, 0.0540248225, 0.0006415148, 7.921e-7 ]
[ 0.4613916048, 0.5076727658, 0.0494598653, 0, 0 ]
0.534036
0.664669
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10327985614.jpg->3.74311926605505
koniq10k/512x384/10327985614.jpg
3.743119
4.294452
[ 0.3419249794, 0.4946593672, 0.1186994007, 0.00472452, 0.0000311913 ]
[ 0.3653376132, 0.533782315, 0.1191509712, 0, 0 ]
0.599439
0.746071
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10329149264.jpg->3.73076923076923
koniq10k/512x384/10329149264.jpg
3.730769
4.279081
[ 0.3291573431, 0.5734405292, 0.0809640325, 0.0009264346, 8.591e-7 ]
[ 0.3374446578, 0.5913048197, 0.0795210775, 0, 0 ]
0.506861
0.630847
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10329235193.jpg->4.05357142857143
koniq10k/512x384/10329235193.jpg
4.053571
4.680845
[ 0.437736133, 0.3406519237, 0.0662564858, 0.0032208096, 0.000039131 ]
[ 0.5716343325, 0.4370860545, 0.0568034734, 0, 0 ]
0.682329
0.849237
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10336689775.jpg->3.34108527131783
koniq10k/512x384/10336689775.jpg
3.341085
3.794075
[ 0.1175011963, 0.568664637, 0.2948331623, 0.0163758033, 0.0000974395 ]
[ 0.1172798182, 0.5724431544, 0.2961839624, 0.0152578743, 0 ]
0.537589
0.669091
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
103400056.jpg->3.96153846153846
koniq10k/512x384/103400056.jpg
3.961538
4.5663
[ 0.4064375903, 0.3720360369, 0.0897127337, 0.0056990322, 0.0000953731 ]
[ 0.5077296926, 0.4620281134, 0.0869688651, 0, 0 ]
0.69566
0.865829
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is excellent." } ]
10346758803.jpg->3.38613861386139
koniq10k/512x384/10346758803.jpg
3.386139
3.850149
[ 0.1998466134, 0.423043077, 0.2824227476, 0.0594623457, 0.003948314 ]
[ 0.206867563, 0.4580667322, 0.2998038756, 0.048870385, 0 ]
0.747934
0.93089
[ { "from": "human", "value": "How would you rate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10346796664.jpg->3.60576923076923
koniq10k/512x384/10346796664.jpg
3.605769
4.123504
[ 0.255886953, 0.5762606699, 0.1502230483, 0.0045331586, 0.0000158348 ]
[ 0.2606647128, 0.5928762719, 0.1510965158, 0.0000233695, 0 ]
0.54716
0.681003
[ { "from": "human", "value": "What do you think about the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10353620913.jpg->3.05882352941176
koniq10k/512x384/10353620913.jpg
3.058824
3.442767
[ 0.08436982, 0.3819624126, 0.4144992287, 0.107819278, 0.0067226222 ]
[ 0.081734665, 0.3885646461, 0.4221114174, 0.1059120032, 0.0016772683 ]
0.672273
0.836721
[ { "from": "human", "value": "What is your quality rating for this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10358252894.jpg->3.31386861313869
koniq10k/512x384/10358252894.jpg
3.313869
3.7602
[ 0.0937840538, 0.5842923684, 0.3070368289, 0.0136084849, 0.0000508731 ]
[ 0.0937429878, 0.5855776371, 0.3075723985, 0.0133506241, 0 ]
0.510937
0.635919
[ { "from": "human", "value": "Can you judge the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
1036840624.jpg->2.125
koniq10k/512x384/1036840624.jpg
2.125
2.280517
[ 0.0001165755, 0.0198299698, 0.3334082284, 0.554076875, 0.0910129488 ]
[ 0, 0.0192761285, 0.3343623502, 0.5560921679, 0.0908014186 ]
0.528155
0.657349
[ { "from": "human", "value": "Could you evaluate the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is poor." } ]
10371211803.jpg->3.45132743362832
koniq10k/512x384/10371211803.jpg
3.451327
3.931284
[ 0.1563029512, 0.6159976574, 0.217720583, 0.0069012612, 0.0000196185 ]
[ 0.1564648033, 0.6209578846, 0.2185235232, 0.0055036317, 0 ]
0.517396
0.643959
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10372323314.jpg->3.42201834862385
koniq10k/512x384/10372323314.jpg
3.422018
3.894805
[ 0.1404864375, 0.6146687869, 0.2346788488, 0.0078186679, 0.000022731 ]
[ 0.1404839239, 0.6184198204, 0.2354219464, 0.0067659788, 0 ]
0.514486
0.640337
[ { "from": "human", "value": "How do you assess the quality of this image?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
10373546175.jpg->3.18181818181818
koniq10k/512x384/10373546175.jpg
3.181818
3.595848
[ 0.0675285717, 0.4945740485, 0.4004612844, 0.0358488476, 0.0003547932 ]
[ 0.0671562402, 0.4962003213, 0.4016471025, 0.0353282526, 0 ]
0.54142
0.673859
[ { "from": "human", "value": "What's your opinion on the quality of this picture?\n<|image|>" }, { "from": "gpt", "value": "The quality of the image is good." } ]
End of preview. Expand in Data Studio

Co-Instruct-Plus

Two-stage training data and IQA test sets for Co-Instruct-Plus (Qwen3-VL). This card describes the code protocol, not older paper counts.

Weights (not in this repo): yluo016/Co-instruct__.

Download

JSON/metadata are already unpacked in the repo. Images are packed (uncompressed .tar; JPEGs do not benefit from gzip):

archives/koniq10k_512x384.tar   # Stage-2 / KonIQ eval images
archives/iqa_benchmarks.tar     # LIVE CSIQ KADID BID CLIVE TID2013 AGIQA3K PIPAL
archives/stage1_data.tar        # Stage-1 IMAGE_FOLDER/data
hf download yluo016/co-instruct-plus --repo-type dataset --local-dir co-instruct-plus
cd co-instruct-plus
tar -xf archives/koniq10k_512x384.tar
tar -xf archives/iqa_benchmarks.tar
tar -xf archives/stage1_data.tar

After extract, the layout matches the training scripts (IMAGE_FOLDER / ROOT_DATA = this directory):

annotations/          # Stage-1 JSON (relative paths under data/)
data/                 # Stage-1 images
koniq10k/512x384/     # Stage-2 KonIQ images
koniq10k/metas/train_koniq_7k.json
KONIQ/metas/          # mos.json, split.json, test_koniq_2k.json
LIVE/ CSIQ/ KADID10K/ BID/ CLIVE/ TID2013/ AGIQA3K/ PIPAL/ SPAQ/
export IMAGE_FOLDER=/path/to/co-instruct-plus
export ANNOTATIONS_DIR=$IMAGE_FOLDER/annotations
export ROOT_DATA=/path/to/co-instruct-plus
export KONIQ_IMAGES_DIR=$ROOT_DATA/koniq10k/512x384

Stage 1 (SFT)

Nine JSON lists, 912,826 samples (sampling_strategy: all), including coinstruct_562k_t2c.json.

Stage 2 (score)

KonIQ-only online pairing: koniq10k/metas/train_koniq_7k.json (~7,046 train images). This repo does not include pairs_180k.json.

Test

eval_iqa.sh metas for LIVE, CSIQ, KADID-10K, BID, CLIVE, KonIQ, TID2013, AGIQA-3K, PIPAL, SPAQ.

SPAQ images are not included (local SPAQ/images was empty). Download official SPAQ images and set SPAQ_IMAGES_DIR.

KonIQ test JSON uses KONIQ/images/...; point KONIQ_IMAGES_DIR at koniq10k/512x384.

Licenses

Annotation text in this repo is provided for research. Underlying images remain under their original terms (KonIQ-10K, KADIS/KADID, LIVE, CSIQ, BID, CLIVE/LIVE-Challenge, TID2013, PIPAL, SPAQ, AGIQA-3K, etc.). Obtain rights from each source before redistribution or commercial use.

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