| model | Attention | acc@1 | #params | #FLOPs |
|---|---|---|---|---|
| UniNeXt-T | local window | 83.6 | 24M | 4.3G |
| UniNeXt-S | local window | 84.1 | 51M | 9.5G |
| UniNeXt-B | local window | 84.4 | 91M | 17.1G |
| UniNeXt-T | cross-shaped window | 83.5 | 24M | 4.3G |
| UniNeXt-S | cross-shaped window | 84.3 | 51M | 9.6G |
| UniNeXt-B | cross-shaped window | 84.7 | 91M | 17.2G |
COCO Object Detection
| backbone | Attention | Method | pretrain | lr Schd | box mAP | mask mAP |
|---|---|---|---|---|---|---|
| UniNeXt-T | local window | Mask R-CNN | ImageNet-1K | 1x | 48.6 | 43.4 |
| UniNeXt-S | local window | Mask R-CNN | ImageNet-1K | 1x | 49.0 | 43.7 |
| UniNeXt-B | local window | Mask R-CNN | ImageNet-1K | 1x | 49.3 | 43.9 |
| UniNeXt-T | cross-shaped window | Mask R-CNN | ImageNet-1K | 1x | 48.7 | 43.6 |
| UniNeXt-S | cross-shaped window | Mask R-CNN | ImageNet-1K | 1x | 49.2 | 43.8 |
| UniNeXt-B | cross-shaped window | Mask R-CNN | ImageNet-1K | 1x | - | - |
ADE20K Semantic Segmentation (val)
| Backbone | Attention | Method | pretrain | Crop Size | Lr Schd | mIoU | mIoU (ms+flip) |
|---|---|---|---|---|---|---|---|
| UniNeXt-T | local window | UPerNet | ImageNet-1K | 512x512 | 160K | 49.7 | 50.6 |
| UniNeXt-S | local window | UperNet | ImageNet-1K | 512x512 | 160K | 51.0 | 51.8 |
| UniNeXt-B | local window | UperNet | ImageNet-1K | 512x512 | 160K | 51.4 | 52.2 |
| UniNeXt-T | cross-shaped window | UPerNet | ImageNet-1K | 512x512 | 160K | 49.9 | - |
| UniNeXt-S | cross-shaped window | UperNet | ImageNet-1K | 512x512 | 160K | 51.5 | - |
| UniNeXt-B | cross-shaped window | UperNet | ImageNet-1K | 512x512 | 160K | 51.6 | - |