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SotA/Methodology/3D/CrowdHuman (full body)

3D on CrowdHuman (full body)

Metric: mMR (higher is better)

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#Model↕mMR▼AugmentationsPaperDate↕Code
1Faster RCNN (ResNet50)50.49NoCrowdHuman: A Benchmark for Detecting Human in a...2018-04-30Code
2Adaptive NMS (Faster RCNN, ResNet50)49.73NoAdaptive NMS: Refining Pedestrian Detection in a...2019-04-07-
3IterDet (Faster RCNN, ResNet50, 2 iterations)49.44NoIterDet: Iterative Scheme for Object Detection i...2020-05-12-
4IterDet (Faster RCNN, ResNet50, 1 iteration)49.12NoIterDet: Iterative Scheme for Object Detection i...2020-05-12-
5NOH-NMS43.9NoNOH-NMS: Improving Pedestrian Detection by Nearb...2020-07-27Code
6V2F-Net42.28NoV2F-Net: Explicit Decomposition of Occluded Pede...2021-04-07-
7UniHCP (finetune)41.6NoUniHCP: A Unified Model for Human-Centric Percep...2023-03-06Code
8CrowdDet41.4NoDetection in Crowded Scenes: One Proposal, Multi...2020-03-20Code
9DDQ FCN (R50 One-Stage)41NoDense Distinct Query for End-to-End Object Detec...2023-03-22Code
10Hulk(Finetune, ViT-B)40.7NoHulk: A Universal Knowledge Translator for Human...2023-12-04Code
11DDQ R-CNN (R50)40.4NoDense Distinct Query for End-to-End Object Detec...2023-03-22Code
12Beta R-CNN40.3NoBeta R-CNN: Looking into Pedestrian Detection fr...2022-10-23-
13DDQ DETR (R50)39.7NoDense Distinct Query for End-to-End Object Detec...2023-03-22Code
14Progressive DETR37.7NoProgressive End-to-End Object Detection in Crowd...2022-03-15Code
15Hulk(Finetune, ViT-L)36.5NoHulk: A Universal Knowledge Translator for Human...2023-12-04Code
16MMPedestron30.8NoWhen Pedestrian Detection Meets Multi-Modal Lear...2024-07-14Code