Metric: Average MAE (lower is better)
| # | Model↕ | Average MAE▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ECAN | 7.2 | No | Context-Aware Crowd Counting | 2018-11-26 | Code |
| 2 | M-SFANet | 7.32 | No | Encoder-Decoder Based Convolutional Neural Netwo... | 2020-03-12 | Code |
| 3 | CAN | 7.4 | No | Context-Aware Crowd Counting | 2018-11-26 | Code |
| 4 | ACSCP | 7.5 | No | - | - | Code |
| 5 | SPANet | 7.7 | No | Learning Spatial Awareness to Improve Crowd Coun... | 2019-09-16 | - |
| 6 | SANet | 8.2 | No | - | - | Code |
| 7 | CSRNet | 8.6 | No | CSRNet: Dilated Convolutional Neural Networks fo... | 2018-02-27 | Code |
| 8 | CP-CNN | 8.9 | No | Generating High-Quality Crowd Density Maps using... | 2017-08-02 | - |
| 9 | D-ConvNet | 9.1 | No | - | - | Code |
| 10 | DecideNet | 9.23 | No | DecideNet: Counting Varying Density Crowds Throu... | 2017-12-18 | Code |
| 11 | Switch-CNN | 9.4 | No | Switching Convolutional Neural Network for Crowd... | 2017-08-01 | Code |
| 12 | ic-CNN | 10.3 | No | Iterative Crowd Counting | 2018-07-26 | - |
| 13 | IG-CNN | 11.3 | No | Divide and Grow: Capturing Huge Diversity in Cro... | 2018-07-26 | - |
| 14 | MCNN | 11.6 | No | - | - | Code |
| 15 | Zhang et al. | 12.9 | No | - | - | - |