ML Research Wiki / Benchmarks / Object Detection / COCO-O

COCO-O

Object Detection Benchmark

Performance Over Time

📊 Showing 45 results | 📏 Metric: Average mAP

Top Performing Models

Rank Model Paper Average mAP Date Code
1 EVA EVA: Exploring the Limits of Masked Visual Representation Learning at Scale 57.80 2022-11-14 📦 rwightman/pytorch-image-models 📦 open-mmlab/mmselfsup 📦 baaivision/eva
2 DETA (Swin-L) NMS Strikes Back 48.50 2022-12-12 📦 jozhang97/deta
3 GLIP-L (Swin-L) Grounded Language-Image Pre-training 48.00 2021-12-07 📦 microsoft/GLIP 📦 brown-palm/ObjectPrompt 📦 rsCPSyEu/ovd_cod
4 GRiT (ViT-H) GRiT: A Generative Region-to-text Transformer for Object Understanding 42.90 2022-12-01 📦 JialianW/GRiT
5 DINO (Swin-L) DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection 42.10 2022-03-07 📦 IDEA-Research/Grounded-Segment-Anything 📦 PaddlePaddle/PaddleDetection 📦 lucasjinreal/yolov7_d2
6 CBNetV2 (Swin-L) CBNet: A Composite Backbone Network Architecture for Object Detection 39.00 2021-07-01 📦 PaddlePaddle/PaddleDetection 📦 shinya7y/UniverseNet 📦 VDIGPKU/CBNetV2 📦 epsilon-deltta/epsilon-deltta
7 ConvNeXt-XL (Cascade Mask R-CNN) A ConvNet for the 2020s 37.50 2022-01-10 📦 keras-team/keras 📦 rwightman/pytorch-image-models 📦 pytorch/vision
8 InternImage-L (Cascade Mask R-CNN) InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions 37.00 2022-11-10 📦 opengvlab/internimage 📦 OpenGVLab/M3I-Pretraining 📦 chenller/mmseg-extension
9 DyHead (Swin-L) Dynamic Head: Unifying Object Detection Heads with Attentions 35.30 2021-06-15 📦 open-mmlab/mmdetection 📦 microsoft/DynamicHead 📦 Coldestadam/DynamicHead
10 ViTDet (ViT-H) Exploring Plain Vision Transformer Backbones for Object Detection 34.30 2022-03-30 📦 facebookresearch/detectron2 📦 PaddlePaddle/PaddleDetection 📦 alibaba/EasyCV

All Papers (45)

EfficientDet: Scalable and Efficient Object Detection

2019
EfficientDet-D5 (EfficientNet-B5)

Mask R-CNN

2017
Mask R-CNN (ResNet-50)

Focal Loss for Dense Object Detection

2017
RetinaNet (ResNet-50)

YOLOv3: An Incremental Improvement

2018
YOLOv3 (DarkNet-53)

Mask R-CNN

2017
Mask R-CNN (ResNet-50)