Metric: Bare MR^-2 (higher is better)
| # | Model↕ | Bare MR^-2▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TLL | 10 | No | Small-scale Pedestrian Detection Based on Somati... | 2018-07-04 | - |
| 2 | TLL+MRF | 9.2 | No | Small-scale Pedestrian Detection Based on Somati... | 2018-07-04 | - |
| 3 | ALFNet | 8.4 | No | - | - | Code |
| 4 | RepLoss | 7.6 | No | Repulsion Loss: Detecting Pedestrians in a Crowd | 2017-11-21 | Code |
| 5 | CSP (with offset) + ResNet-50 | 7.3 | No | Center and Scale Prediction: Anchor-free Approac... | 2019-04-05 | Code |
| 6 | OR-CNN | 6.7 | No | Occlusion-aware R-CNN: Detecting Pedestrians in ... | 2018-07-23 | - |
| 7 | NOH-NMS | 6.6 | No | NOH-NMS: Improving Pedestrian Detection by Nearb... | 2020-07-27 | Code |
| 8 | Beta R-CNN | 6.4 | No | Beta R-CNN: Looking into Pedestrian Detection fr... | 2022-10-23 | - |
| 9 | Pedestron | 6.2 | Yes | Generalizable Pedestrian Detection: The Elephant... | 2020-03-19 | Code |
| 10 | VLPD | 6.1 | No | VLPD: Context-Aware Pedestrian Detection via Vis... | 2023-04-06 | Code |
| 11 | ACSP | 5.6 | No | Adapted Center and Scale Prediction: More Stable... | 2020-02-20 | Code |
| 12 | ACSP + EuroCity Persons | 4.9 | Yes | Adapted Center and Scale Prediction: More Stable... | 2020-02-20 | Code |