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Benchmarks
Object Counting on PUCPR+
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42.3
MAE
WS-COC
40.696
51.523
62.35
73.177
Feb 13, 2026
MAE
RMSE
Updated 3d ago
Evaluation Results
Method
Method
Links
MAE
RMSE
WS-COC
Supervision=image-level
2026.02
42.3
54.06
VLCounter
Supervision=point-level
2026.02
48.94
69.08
T2ICount*
Supervision=image-level
2026.02
58.43
77.24
WS-COC-Base
Supervision=image-level
2026.02
60.4
84.64
CLIP-Count*
Supervision=image-level
2026.02
63.28
86.63
MLLM-Zero
Supervision=none
2026.02
82.4
133.5
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