Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Hard-negative classification on VL-CheckList Object
Loading...
71.2
Score (Center)
PHyCLIP
60.6232
63.3691
66.115
68.8609
Oct 10, 2025
Score (Center)
Score (Mid)
Score (Margin)
Score (Large)
Score (Medium)
Score (Small)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Score (Center)
Score (Mid)
Score (Margin)
Score (Large)
Score (Medium)
Score (Small)
PHyCLIP
w/ boxes=true
2025.10
71.2
70.3
70.37
73.73
68.1
67.83
HyCoCLIP
w/ boxes=true
2025.10
70.43
69.5
67.8
72.57
66.13
67.2
CLIP
w/ boxes=true
2025.10
61.93
59.33
60.83
63.7
60.8
58.07
CLIP
w/ boxes=false
2025.10
61.9
60.3
60.4
63.87
60.17
58.23
MERU
w/ boxes=false
2025.10
61.27
59.03
58.97
63.97
57.7
56.07
MERU
w/ boxes=true
2025.10
61.03
58.47
58.73
62.63
58.7
56.47
Feedback
Search any
task
Search any
task
