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Benchmarks
Object Replacement on COCO subset (test)
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59
S2 Score
VISTA
-2.36
13.57
29.5
45.43
May 24, 2026
S2 Score
S1 Score
S0 Score
MS Score
Updated 8d ago
Evaluation Results
Method
Method
Links
S2 Score
S1 Score
S0 Score
MS Score
VISTA
Visual Encoder=DINOv2,...
2026.05
59
28
13
1.46
PatchSAE
Visual Encoder=CLIP Local
2026.05
34
31
35
0.99
VisionSAE
Visual Encoder=CLIP Local
2026.05
23
14
63
0.6
VisionSAE
Visual Encoder=CLIP Lo...
2026.05
22
2
76
0.46
Ablation (No SAE)
Visual Encoder=I-JEPA
2026.05
20
9
71
0.49
VISTA
Visual Encoder=I-JEPA...
2026.05
17
47
36
0.81
Ablation (No SAE)
Visual Encoder=CLIP
2026.05
16
6
78
0.38
VisionSAE
Visual Encoder=CLIP Gl...
2026.05
8
49
43
0.65
VISTA
Visual Encoder=CLIP -...
2026.05
7
4
89
0.18
Ablation (No SAE)
Visual Encoder=DINOv2
2026.05
3
0
97
0.06
VisionSAE
Visual Encoder=CLIP Gl...
2026.05
0
1
99
0.01
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