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SotA/Methodology/2D Classification/COCO 2017 val

2D Classification on COCO 2017 val

Metric: AP75 (higher is better)

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#Model↕AP75▼AugmentationsPaperDate↕Code
1Mr. DETR (Swin-L, 1x, 5cale)67.6YesMr. DETR: Instructive Multi-Route Training for D...2024-12-13Code
2Mr. DETR (Swin-L, 1x, 4scale)63.9NoMr. DETR: Instructive Multi-Route Training for D...2024-12-13Code
3Relation-DETR (Swin-L 2x)63.5NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
4MI-DETR (Swin-L 1x)63.4NoMI-DETR: An Object Detection Model with Multi-ti...2025-03-03Code
5Relation-DETR (Swin-L 1x)62.9NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
6Salience-DETR (Focal-L 1x)62.3NoSalience DETR: Enhancing Detection Transformer w...2024-03-24Code
7Salience-DETR (Swin-L 1x)61.5NoSalience DETR: Enhancing Detection Transformer w...2024-03-24Code
8Relation-DETR (ResNet50 2x)56.6NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
9Relation-DETR (ResNet50 1x)56.3NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
10DyHead (Swin-T, multi scale)54.3NoDynamic Head: Unifying Object Detection Heads wi...2021-06-15Code
11Salience-DETR (ResNet50 1x)54.2NoSalience DETR: Enhancing Detection Transformer w...2024-03-24Code
12ViDT Swin-base53.1NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code
13ViDT Swin-small51.4NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code
14ViDT Swin-tiny48.7NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code
15ViDT Swin-nano43.3NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code