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SotA/Methodology/2D Object Detection/CrowdHuman (full body)

2D Object Detection on CrowdHuman (full body)

Metric: AP (higher is better)

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#Model↕AP▼AugmentationsPaperDate↕Code
1InternImage-H97.2NoInternImage: Exploring Large-Scale Vision Founda...2022-11-10Code
2MMPedestron97.1NoWhen Pedestrian Detection Meets Multi-Modal Lear...2024-07-14Code
3Progressive DETR94.1NoProgressive End-to-End Object Detection in Crowd...2022-03-15Code
4DDQ DETR (R50)93.8NoDense Distinct Query for End-to-End Object Detec...2023-03-22Code
5DDQ R-CNN (R50)93.5NoDense Distinct Query for End-to-End Object Detec...2023-03-22Code
6Hulk(Finetune, ViT-L)93NoHulk: A Universal Knowledge Translator for Human...2023-12-04Code
7DDQ FCN (R50 One-Stage)92.7NoDense Distinct Query for End-to-End Object Detec...2023-03-22Code
8UniHCP (finetune)92.5NoUniHCP: A Unified Model for Human-Centric Percep...2023-03-06Code
9Hulk(Finetune, ViT-B)92.4NoHulk: A Universal Knowledge Translator for Human...2023-12-04Code
10V2F-Net91.03NoV2F-Net: Explicit Decomposition of Occluded Pede...2021-04-07-
11CrowdDet90.7NoDetection in Crowded Scenes: One Proposal, Multi...2020-03-20Code
12Beta R-CNN89.6NoBeta R-CNN: Looking into Pedestrian Detection fr...2022-10-23-
13NOH-NMS89NoNOH-NMS: Improving Pedestrian Detection by Nearb...2020-07-27Code
14IterDet (Faster RCNN, ResNet50, 2 iterations)88.08NoIterDet: Iterative Scheme for Object Detection i...2020-05-12-
15PS-RCNN (Faster RCNN, ResNet50, COCO Instance Masks87.94NoPS-RCNN: Detecting Secondary Human Instances in ...2020-03-16-
16PS-RCNN (Faster RCNN, ResNet50)86.05NoPS-RCNN: Detecting Secondary Human Instances in ...2020-03-16-
17Faster RCNN (ResNet50)84.95NoCrowdHuman: A Benchmark for Detecting Human in a...2018-04-30Code
18Adaptive NMS (Faster RCNN, ResNet50)84.71NoAdaptive NMS: Refining Pedestrian Detection in a...2019-04-07-
19IterDet (Faster RCNN, ResNet50, 1 iteration)84.43NoIterDet: Iterative Scheme for Object Detection i...2020-05-12-