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Image Quality Assessment on PIPAL

69SRCC

DeQA-Score

Updated 26d 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
ARNIQA 2024.03	0.634	0.666
QualiCLIP+ 2024.03	0.586	0.59
CONTRIQUE 2024.03	0.581	0.611
UniPercept 2025.12	0.581	0.594
Re-IQA 2024.03	0.568	0.587
GRepQ 2024.03	0.554	0.568
CLIP-IQA+ 2024.03	0.552	0.558
RALI 2025.10	0.528	0.527
LIQE 2025.10	0.501	0.48
Q-Insight 2025.12	0.486	0.474
DeQA 2026.01	0.478	0.472
DeQA 2025.10	0.478	0.472
Q-Probe 2026.01	0.474	0.476
Q-Insight 2025.10	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
ManIQA 2025.10	0.457	0.419
ManIQA 2026.01	0.452	0.457
CLIP-IQA+ 2025.10	0.452	0.427
GRepQ 2024.03	0.448	0.46
InternVL3.5-38B 2025.12	0.448	0.457
LIQE 2024.03	0.446	0.445
VisualQuality-R1 2026.01	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
QwenVL-3-Instruct-8B 2025.12	0.434	0.427
MUSIQ 2026.01	0.431	0.431
MUSIQ 2025.10	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
LLaVA-OneVision-1.5-Instruct-8B 2025.12	0.417	0.407
InternVL3-78B 2025.12	0.415	0.457
QwenVL-3-Instruct-32B 2025.12	0.414	0.402
QualiCLIP 2024.03	0.412	0.422
QualiCLIP 2024.03	0.41	0.424
Q-Align 2026.01	0.406	0.381
HyperIQA 2026.01	0.403	0.41
Q-Align* 2025.12	0.403	0.419
NIMA 2026.01	0.399	0.39
UnifiedReward-T 2026.01	0.399	0.421
TRES 2024.03	0.397	0.453
QCN 2024.03	0.393	0.413
UNIQUE 2026.01	0.393	0.361
Qwen2.5-VL-7B 2026.01	0.39	0.42
DeQA-Score 2026.01	0.383	0.381
DBCNN 2026.01	0.381	0.384
QwenVL-2.5-Instruct-72B 2025.12	0.381	0.407
LIQE 2026.01	0.371	0.347
QCN 2024.03	0.37	0.382
ARNIQA 2024.03	0.369	0.382
CLIP-IQA+ 2024.03	0.369	0.385
Q-Insight* 2025.12	0.369	0.368
GRepQ 2024.03	0.368	0.385
HyperIQA 2024.03	0.361	0.384
Re-IQA 2024.03	0.36	0.386
CONTRIQUE 2024.03	0.357	0.39
NIQE 2026.01	0.357	0.314
DBCNN 2024.03	0.356	0.374
ARNIQA 2024.03	0.351	0.361
InternVL3.5-8B 2025.12	0.351	0.386
QwenVL-2.5-Instruct-7B 2025.12	0.35	0.361

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