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Urban Perception Prediction on Urban Perception Wealthy (test)
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58.1
Macro F1 Score
Gaze + Patch Transformer
36.572
42.161
47.75
53.339
May 1, 2026
Macro F1 Score
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Macro F1 Score
Accuracy
Gaze + Patch Transformer
Representation=Pretrai...
2026.05
58.1
58
Gaze + Patch Transformer (Shuffled Patch Alignment)
Ablation=Random alignm...
2026.05
56.9
56.7
Patch Sequence Transformer
Representation=Pretrai...
2026.05
56.8
56.9
Gaze + Patch Transformer (w/o Gaze)
Ablation=No gaze input
2026.05
56.7
56.7
Image-Only ViT
Representation=Pretrai...
2026.05
56.3
56.2
Gaze-weighted Patch Pooling
Representation=Pretrai...
2026.05
54.8
54.8
Gaze + AOI Transformer
Input=Gaze + Semantic AOI
2026.05
46.1
46.3
w/o Gaze
Ablation=Removal of ga...
2026.05
41.9
42.9
AOI Sequence Transformer
Input=Semantic AOI seq...
2026.05
41.8
43
AOI-Only Model
Input=Semantic AOI only
2026.05
40.5
42.5
Shuffled AOI Alignment
Ablation=Randomized al...
2026.05
37.4
37.7
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