Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Multimodal Preference Evaluation on FOIL R4
Loading...
95.4
P-Acc
Polos
86.872
89.086
91.3
93.514
Oct 1, 2025
P-Acc
Updated 17d ago
Evaluation Results
Method
Method
Links
P-Acc
Polos
reference-based=true
2025.10
95.4
BLIP-S
reference-based=false
2025.10
95.1
VL-GUIDE-S-VLM
reference-based=false
2025.10
95
PAC-S
reference-based=false
2025.10
94.9
RefPAC-S
reference-based=true
2025.10
94.9
ImgREW-S
reference-based=false
2025.10
93.8
RefCLIP-S
reference-based=true
2025.10
92.6
LongCLIP-S
reference-based=false
2025.10
91.6
Ref-free Polos
reference-based=false
2025.10
88.7
CLIP-S
reference-based=false
2025.10
87.2
Feedback
Search any
task
Search any
task