Enhancing DETRs Variants through Improved Content Query and Similar Query Aggregation

Benchmark Model Rank Results
object-detection-on-coco-val2017DAB-Deformable-DETR + SACQ (ResNet-50, 50ep)–box AP: 47.6AP50: 65.7AP75: 51.9APS: 30.0APM: 50.5APL: 62.4…
object-detection-on-coco-val2017DINO + SACQ (ResNet-50, 12ep)–box AP: 49.4AP50: 66.9AP75: 53.9APS: 31.8APM: 52.3APL: 64.6…
object-detection-on-coco-val2017DINO + SACQ (Swin-T, 12ep)–box AP: 51.8AP50: 70.4AP75: 56.7APS: 34.6APM: 54.4APL: 67.5
object-detection-on-coco-val2017Two-stage Deformable-DETR + SACQ (ResNet-50, 50ep)–box AP: 47.3AP50: 66.7AP75: 51.2APS: 30.6APM: 50.0APL: 62.6…