| image-classification-on-imagenet | BiFormer-B* (IN1k ptretrain) | #229 | Top 1 Accuracy: 85.4% |
| image-classification-on-imagenet | BiFormer-S* (IN1k ptretrain) | #323 | Top 1 Accuracy: 84.3% |
| image-classification-on-imagenet | BiFormer-T (IN1k ptretrain) | #621 | Top 1 Accuracy: 81.4% |
| object-detection-on-coco-2017 | BiFormer-B (IN1k pretrain, MaskRCNN 12ep) | #14 | mAP: 48.6 |
| object-detection-on-coco-2017 | BiFormer-S (IN1k pretrain, MaskRCNN 12ep) | #16 | mAP: 47.8 |
| semantic-segmentation-on-ade20k | BiFormer-B (IN1k pretrain, Upernet 160k) | #90 | Validation mIoU: 51.7 |
| semantic-segmentation-on-ade20k | Upernet-BiFormer-S (IN1k pretrain, Upernet 160k) | #107 | Validation mIoU: 50.8 |