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SotA/Methodology/16k/COCO 2017

16k on COCO 2017

Metric: mAP (higher is better)

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#Model↕mAP▼AugmentationsPaperDate↕Code
1UniRepLKNet-XL++56.4NoUniRepLKNet: A Universal Perception Large-Kernel...2023-11-27Code
2UniRepLKNet-L++55.8NoUniRepLKNet: A Universal Perception Large-Kernel...2023-11-27Code
3UniRepLKNet-B++54.8NoUniRepLKNet: A Universal Perception Large-Kernel...2023-11-27Code
4UniRepLKNet-S++54.3NoUniRepLKNet: A Universal Perception Large-Kernel...2023-11-27Code
5MixMIM-L54.1NoMixMAE: Mixed and Masked Autoencoder for Efficie...2022-05-26Code
6UniRepLKNet-S53NoUniRepLKNet: A Universal Perception Large-Kernel...2023-11-27Code
7MixMIM-B52.2NoMixMAE: Mixed and Masked Autoencoder for Efficie...2022-05-26Code
8UniRepLKNet-T51.7NoUniRepLKNet: A Universal Perception Large-Kernel...2023-11-27Code
9BiFormer-B (IN1k pretrain, MaskRCNN 12ep)48.6NoBiFormer: Vision Transformer with Bi-Level Routi...2023-03-15Code
10DeBiFormer-B (IN1k pretrain, MaskRCNN 12ep)48.5NoDeBiFormer: Vision Transformer with Deformable A...2024-10-11Code
11BiFormer-S (IN1k pretrain, MaskRCNN 12ep)47.8NoBiFormer: Vision Transformer with Bi-Level Routi...2023-03-15Code
12DeBiFormer-S (IN1k pretrain, MaskRCNN 12ep)47.5NoDeBiFormer: Vision Transformer with Deformable A...2024-10-11Code
13DeBiFormer-B (IN1k pretrain, Retina)47.1NoDeBiFormer: Vision Transformer with Deformable A...2024-10-11Code
14DeBiFormer-S (IN1k pretrain, Retina)45.6NoDeBiFormer: Vision Transformer with Deformable A...2024-10-11Code
15YOLO-Drone35.45NoYOLO-Drone:Airborne real-time detection of dense...2023-04-14-