DeBiFormer: Vision Transformer with Deformable Agent Bi-level Routing Attention

Benchmark Model Rank Results
semantic-segmentation-on-ade20kDeBiFormer-B (IN1k pretrain, Upernet 160k)#95Validation mIoU: 52.0
object-detection-on-coco-val2017DeBiFormer-B (Mask R-CNN 1x)#255box AP: 48.5AP50: 70.2AP75: 53.3
object-detection-on-coco-val2017DeBiFormer-S (Mask R-CNN 1x)#272box AP: 47.5AP50: 69.7AP75: 52.1
object-detection-on-coco-val2017DeBiFormer-B (RetinaNet 1x)#279box AP: 47.1AP50: 68.2AP75: 50.2APS: 30.3APM: 51.1APL: 63.0
object-detection-on-coco-val2017DeBiFormer-S (RetinaNet 1x)#300box AP: 45.6AP50: 66.6AP75: 48.9APS: 28.7APM: 49.3APL: 61.6
image-classification-on-imagenetDeBiFormer-B#348Top 1 Accuracy: 84.4%
image-classification-on-imagenetDeBiFormer-S#410Top 1 Accuracy: 83.9%
image-classification-on-imagenetDeBiFormer-T#636Top 1 Accuracy: 81.9%