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Urban Perception Prediction on Urban Perception Safe (test)
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50.5
Macro F1
Gaze + Patch Transformer
36.044
39.797
43.55
47.303
May 1, 2026
Macro F1
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Macro F1
Accuracy
Gaze + Patch Transformer
Representation=Pretrai...
2026.05
50.5
52.1
Gaze + Patch Transformer (w/o Gaze)
Ablation=No gaze input
2026.05
50.1
51.7
Patch Sequence Transformer
Representation=Pretrai...
2026.05
49.9
51.9
Gaze + Patch Transformer (Shuffled Patch Alignment)
Ablation=Random alignm...
2026.05
49.9
50.9
Image-Only ViT
Representation=Pretrai...
2026.05
49.1
50.7
Gaze-weighted Patch Pooling
Representation=Pretrai...
2026.05
48.8
50.9
Gaze + AOI Transformer
Input=Gaze + Semantic AOI
2026.05
42.2
45
AOI Sequence Transformer
Input=Semantic AOI seq...
2026.05
39.6
43.2
w/o Gaze
Ablation=Removal of ga...
2026.05
39.4
43.4
AOI-Only Model
Input=Semantic AOI only
2026.05
39.2
42.1
Shuffled AOI Alignment
Ablation=Randomized al...
2026.05
36.6
39.5
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