Metric: MSE (lower is better)
| # | Model↕ | MSE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | APGCC | 76.7 | No | Improving Point-based Crowd Counting and Localiz... | 2024-05-17 | Code |
| 2 | VMambaCC | 81.3 | No | VMambaCC: A Visual State Space Model for Crowd C... | 2024-05-07 | - |
| 3 | FGENet | 85 | No | FGENet: Fine-Grained Extraction Network for Cong... | 2024-01-02 | - |
| 4 | P2PNet | 85.06 | No | Rethinking Counting and Localization in Crowds:A... | 2021-07-27 | Code |
| 5 | GauNet (ResNet-50) | 89.1 | No | Rethinking Spatial Invariance of Convolutional N... | 2022-06-10 | Code |
| 6 | SPANet | 92.5 | No | Learning Spatial Awareness to Improve Crowd Coun... | 2019-09-16 | - |
| 7 | M-SFANet+M-SegNet | 94.48 | No | Encoder-Decoder Based Convolutional Neural Netwo... | 2020-03-12 | Code |
| 8 | FusionCount | 101.2 | No | FusionCount: Efficient Crowd Counting via Multis... | 2022-02-28 | Code |
| 9 | OrdinalEntropy | 105 | No | Improving Deep Regression with Ordinal Entropy | 2023-01-21 | Code |
| 10 | Cascaded-MTL | 152.4 | No | CNN-based Cascaded Multi-task Learning of High-l... | 2017-07-30 | Code |