Single-image crowd counting on UCF-CC-50 (test)
135.3MAEDiffusionLoc
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DiffusionLocTraining Data Source=Same as target2026.03 | 135.3 | — | 201.7 | |
| APGCCTraining Data Source=Same as target2026.03 | 154.8 | — | 205.5 | |
| PETTraining Data Source=Same as target2026.03 | 159.9 | — | 223.7 | |
| P2PNetTraining Data Source=Same as target2026.03 | 172.72 | — | 256.18 | |
| CL-DCNNTraining Data Source=Same as target2026.03 | 181.8 | — | 240.6 | |
| Baseline(100%+DA)Training Data Source=SynMVCrowd, Target Data Finetuning Percentage=100%, Domain Adaptation (DA) techniques=True2026.03 | 202.34 | 22.4 | 265.14 | |
| DM-CountTraining Data Source=Same as target2026.03 | 211 | — | 291.5 | |
| Baseline(30%+DA)Training Data Source=SynMVCrowd, Target Data Finetuning Percentage=30%, Domain Adaptation (DA) techniques=True2026.03 | 214.57 | 23.1 | 284.4 | |
| ST-CNNTraining Data Source=Same as target2026.03 | 229.4 | — | 325.6 | |
| Baseline(10%+DA)Training Data Source=SynMVCrowd, Target Data Finetuning Percentage=10%, Domain Adaptation (DA) techniques=True2026.03 | 229.82 | 23.7 | 315.49 | |
| U-ASD NetTraining Data Source=Same as target2026.03 | 232.3 | — | 217.8 | |
| Baseline(100%)Training Data Source=SynMVCrowd, Target Data Finetuning Percentage=100%2026.03 | 249.67 | 25 | 315.52 | |
| CSRNetTraining Data Source=Same as target2026.03 | 266.1 | — | 397.5 | |
| Baseline(30%)Training Data Source=SynMVCrowd, Target Data Finetuning Percentage=30%2026.03 | 266.28 | 26 | 329.19 | |
| Baseline(10%)Training Data Source=SynMVCrowd, Target Data Finetuning Percentage=10%2026.03 | 278.52 | 27.1 | 339.4 | |
| DecideNetTraining Data Source=Same as target2026.03 | 361.8 | — | 493.5 | |
| MCNNTraining Data Source=Same as target2026.03 | 377.6 | — | 509.1 | |
| IG-CNNTraining Data Source=Same as target2026.03 | 419.6 | — | 541.8 | |
| Crowd-CNNTraining Data Source=Same as target2026.03 | 466.9 | — | 498.6 | |
| Baseline(test)Training Data Source=SynMVCrowd, Target Data Finetuning Percentage=0%2026.03 | 1,052.04 | 76.3 | 1,367.31 |