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Image-Text Retrieval on ShareGPT4V (Robustness Evaluation)
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95.4
Retrieval Score (Word Dropout p=0.3)
HyFL-CLIP
86.5704
88.8627
91.155
93.4473
Jul 1, 2026
Retrieval Score (Word Dropout p=0.3)
Retrieval Score (Word Dropout p=0.5)
Retrieval Score (Sent. Removal First)
Retrieval Score (Sent. Removal Random)
Retrieval Score (Order Shuffling)
Retrieval Score (Subsampling n=2)
Retrieval Score (Subsampling n=3)
Updated 24d ago
Evaluation Results
Method
Method
Links
Retrieval Score (Word Dropout p=0.3)
Retrieval Score (Word Dropout p=0.5)
Retrieval Score (Sent. Removal First)
Retrieval Score (Sent. Removal Random)
Retrieval Score (Order Shuffling)
Retrieval Score (Subsampling n=2)
Retrieval Score (Subsampling n=3)
HyFL-CLIP
2026.07
95.4
95.44
96.45
-
97.37
56.52
63.59
HiMo-CLIP
implementation=evaluat...
2026.07
94.8
86.27
95.6
-
96.93
48.14
57.08
FineLIP
implementation=evaluat...
2026.07
93.74
85.48
94.8
-
96.23
45.34
53.42
Long-CLIP
source=obtained using...
2026.07
86.91
75.79
88.6
-
88.8
45.34
51.19
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