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ResearchFormerly WizWand

Blind Image Quality Assessment on KonIQ

0.941SRCCDR.Experts
0.19740.390450.58350.77655Feb 10, 2026Mar 5, 2026Mar 28, 2026Apr 20, 2026May 13, 2026Jun 5, 2026Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DR.Expertspre-training=false2026.020.9410.954
DeQAMethod Category=MLLM-based: SFT training2026.060.9410.953
GLIANetNumber of trainable parameters=8M2026.050.940.948
Q-AlignMethod Category=MLLM-based: SFT training2026.060.940.941
SHDIQANumber of trainable parameters=24M2026.050.9370.948
QCNpre-training=false2026.020.9340.945
LODApre-training=false2026.020.9320.944
LoDaNumber of trainable parameters=9M2026.050.9320.944
MR-IQAMethod Category=MLLM-based: RL training, Backbone=Qwen3-VL-2B, Reproduction Protocol=Controlled reproduction2026.060.9310.949
MUSIQMethod Category=Deep-learning-based2026.060.9290.924
LQMambapre-training=false2026.020.9280.943
QMambaNumber of trainable parameters=50M2026.050.9280.943
QPTpre-training=true2026.020.9270.941
QFM-IQMpre-training=false2026.020.9220.936
DEIQTpre-training=false2026.020.9210.934
LIQENumber of trainable parameters=151M2026.050.9190.908
VQ-R1 (ranking)Method Category=MLLM-based: RL training, Backbone=Qwen3-VL-2B, Reproduction Protocol=Controlled reproduction2026.060.9190.886
MUSIQpre-training=false2026.020.9160.928
MUSIQ2026.050.9160.928
TReSpre-training=false2026.020.9150.928
TReS2026.050.9150.928
DAIQA2026.050.9150.925
Re-IQANumber of trainable parameters=48M2026.050.9140.923
C2ScoreMethod Category=MLLM-based: SFT training2026.060.910.923
HyperIQApre-training=false2026.020.9060.917
HyperIQA2026.050.9060.917
CLIP-IQA+Method Category=Deep-learning-based2026.060.8950.909
Q-Insight (regression)Method Category=MLLM-based: RL training, Backbone=Qwen2.5-VL-7B, Reproduction Protocol=Reported2026.060.8950.918
CONRTIQUEpre-training=true2026.020.8940.906
MetaIQA2026.050.8870.856
DB-CNNpre-training=false2026.020.8780.887
DBCNN2026.050.8750.884
DBCNNMethod Category=Deep-learning-based2026.060.8750.884
P2P-BM2026.050.8720.885
NIMAMethod Category=Deep-learning-based2026.060.8590.896
MANIQAMethod Category=Deep-learning-based2026.060.8340.849
WaDIQaM-NRpre-training=false2026.020.7290.754
BRISQUEpre-training=false2026.020.7150.702
NIQEMethod Category=Hand-crafted2026.060.530.533
ILNIQE2026.050.5230.537
ILNIQEpre-training=false2026.020.5030.496
BRISQUEMethod Category=Hand-crafted2026.060.2260.225