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Image Quality Assessment on PIPAL

69SRCC

DeQA-Score

Updated 1mo ago

Evaluation Results

Method
DeQA-Score 2026.01	69	72.4
Q-Hawkeye 2026.01	55	55.1
Q-Hawkeye 2026.01	55	55.1
TATAR 2026.03	50.1	49.8
DeQA-Score 2026.01	49.6	49.5
VisualQuality-R1 2026.01	48.6	53.1
Q-Insight 2026.03	48.6	47.4
DeQA-Score 2026.01	47.8	47.2
DeQA-Score 2026.01	47.4	46.8
Q-insight 2026.01	47.4	48.6
DeQA 2026.03	47.2	47.8
UniPercept 2026.03	45.9	46.8
Q-insight 2026.01	45.3	46.1
ManIQA 2026.01	45.2	45.7
InternVL3.5-38B 2026.03	44.8	45.7
Qwen-SFT 2026.01	44.2	47.3
VisualQuality-R1 2026.01	43.4	43.7
MUSIQ 2026.01	43.1	43.1
CLIP-IQA+ 2026.01	43.1	43.7
Q-Align 2026.01	41.9	40.3
LLaVA-1.5-8B 2026.03	41.7	40.7
InternVL3-78B 2026.03	41.5	45.7
QwenVL-3-32B 2026.03	41.4	40.2
HyperIQA 2026.01	40.3	41
Q-Align 2026.03	40.3	41.9
NIMA 2026.01	39.9	39
QwenVL-2.5-72B 2026.03	38.1	40.7
DBCNN 2026.01	37.1	38.4
Q-Insight 2026.03	36.9	36.8
Compare2Score 2026.01	34.2	35.4
GPT-4o 2026.03	32.5	34.9
BRISQUE 2026.01	23.2	26.7
Gemini-2.5-Pro 2026.03	22.5	-1.9
NIQE 2026.01	16.1	19.5
GLM-4.5 2026.03	1.3	2
TOPIQ-FR(TIP24) 2026.04	0.809	0.837
DBIQA(TPAMI25) 2026.04	0.769	0.745
Causal Disentanglement (Ours) 2026.04	0.713	0.727
PieAPP(CVPR18) 2026.04	0.701	0.702
DeepDC(TIP25) 2026.04	0.67	0.669
Causal Disentanglement (Ours w/o f) 2026.04	0.666	0.684
DeepCausal(CVPR25) 2026.04	0.657	0.675
ARNIQA 2024.03	0.634	0.666
ADISTS 2026.04	0.631	0.645
DISTS(TPAMI20) 2026.04	0.627	0.645
DSD 2026.04	0.624	0.621
DeepJSD(TIP25) 2026.04	0.598	0.612
QualiCLIP+ 2024.03	0.586	0.59
CONTRIQUE 2024.03	0.581	0.611
UniPercept 2025.12	0.581	0.594
LPIPS(CVPR18) 2026.04	0.573	0.611
GMSD 2026.04	0.569	0.614
Re-IQA 2024.03	0.568	0.587
GRepQ 2024.03	0.554	0.568
PDL 2026.04	0.554	0.564
CLIP-IQA+ 2024.03	0.552	0.558
MS-SSIM 2026.04	0.545	0.571
VIF 2026.04	0.545	0.572
RALI 2025.10	0.528	0.527
VSI 2026.04	0.526	0.548
Q-DeepSight 2026.04	0.502	0.51
LIQE 2025.10	0.501	0.48
DeepWSD(MM22) 2026.04	0.5	0.503
Q-DeepSight† 2026.04	0.496	0.501
Q-Insight 2025.12	0.486	0.474
SSIM 2026.04	0.486	0.489
DeQA 2026.01	0.478	0.472
DeQA 2025.10	0.478	0.472
DeQA-Score 2026.04	0.478	0.472
Q-Probe 2026.01	0.474	0.476
Q-Insight 2025.10	0.474	0.486
Q-Insight† 2026.04	0.474	0.486
DeQA 2025.12	0.472	0.478
VisualQuality-R1 2026.01	0.469	0.458
Zoom-IQA 2026.01	0.465	0.468
Zoom-IQA 2026.04	0.465	0.468
NLPD 2026.04	0.464	0.489
ManIQA 2025.10	0.457	0.419
ManIQA 2026.01	0.452	0.457
CLIP-IQA+ 2025.10	0.452	0.427
ManIQA 2026.04	0.452	0.457
GRepQ 2024.03	0.448	0.46
InternVL3.5-38B 2025.12	0.448	0.457
LIQE 2024.03	0.446	0.445
Qwen-SFT 2026.04	0.442	0.473
VisualQuality-R1 2026.01	0.441	0.451
VisualQuality-R1 2026.04	0.441	0.451
VisualQuality-R1 2025.10	0.438	0.441
Q-Insight 2026.01	0.435	0.458
InternVL3-8B 2025.12	0.435	0.459
Q-Insight 2026.04	0.435	0.458
QwenVL-3-Instruct-8B 2025.12	0.434	0.427
MUSIQ 2026.01	0.431	0.431
MUSIQ 2025.10	0.431	0.431
MUSIQ 2026.04	0.431	0.431
Q-Insight 2026.01	0.429	0.462
CLIP-IQA+ 2026.01	0.419	0.427
Q-Align 2026.01	0.419	0.403
Q-Align 2025.10	0.419	0.403
CLIP-IQA+ 2026.04	0.419	0.427

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