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SotA/Methodology/16k/COCO 2017 val

16k on COCO 2017 val

Metric: AP (higher is better)

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#Model↕AP▼AugmentationsPaperDate↕Code
1Mr. DETR (Swin-L, 1x, 5cale)61.8YesMr. DETR: Instructive Multi-Route Training for D...2024-12-13Code
2Mr. DETR (Swin-L, 1x, 4scale)58.4NoMr. DETR: Instructive Multi-Route Training for D...2024-12-13Code
3MI-DETR (Swin-L 1x)58.2NoMI-DETR: An Object Detection Model with Multi-ti...2025-03-03Code
4Relation-DETR (Swin-L 2x)58.1NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
5Relation-DETR (Swin-L 1x)57.8NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
6Salience-DETR (Focal-L 1x)57.3NoSalience DETR: Enhancing Detection Transformer w...2024-03-24Code
7YOLOv6-L6(46 fps, V100, bs1)57.2NoYOLOv6 v3.0: A Full-Scale Reloading2023-01-13Code
8Salience-DETR (Swin-L 1x)56.5NoSalience DETR: Enhancing Detection Transformer w...2024-03-24Code
9MogaNet-XL (Cascade Mask R-CNN)56.2NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
10MogaNet-L (Cascade Mask R-CNN)53.3NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
11MogaNet-B (Cascade Mask R-CNN)52.6NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
12Relation-DETR (ResNet50 2x)52.1NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
13Relation-DETR (ResNet50 1x)51.7NoRelation DETR: Exploring Explicit Position Relat...2024-07-16Code
14MogaNet-S (Cascade Mask R-CNN)51.6NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
15RF-ConvNeXt-T Cascade R-CNN50.9NoRF-Next: Efficient Receptive Field Search for Co...2022-06-14Code
16Salience-DETR (ResNet50 1x)50NoSalience DETR: Enhancing Detection Transformer w...2024-03-24Code
17SQR-Adamixer-R10149.8NoEnhanced Training of Query-Based Object Detectio...2022-12-15Code
18MogaNet-L (Mask R-CNN 1x)49.4NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
19ViDT Swin-base49.2NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code
20SQR-Adamixer-R5048.9NoEnhanced Training of Query-Based Object Detectio...2022-12-15Code
21MogaNet-L (RetinaNet 1x)48.7NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
22MogaNet-B (Mask R-CNN 1x)47.9NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
23MogaNet-B (RetinaNet 1x)47.7NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
24ViDT Swin-small47.5NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code
25MogaNet-S (Mask R-CNN 1x)46.7NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
26MogaNet-S (RetinaNet 1x)45.8NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
27ViDT Swin-tiny44.8NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code
28MogaNet-T (Mask R-CNN 1x)42.6NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
29MogaNet-T (RetinaNet 1x)41.4NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
30MogaNet-XT (Mask R-CNN 1x)40.7NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code
31ViDT Swin-nano40.4NoViDT: An Efficient and Effective Fully Transform...2021-10-08Code
32MogaNet-XT (RetinaNet 1x)39.7NoMogaNet: Multi-order Gated Aggregation Network2022-11-07Code