ConvFormer Family
model | params (m) | pretrain | finetune | GFLOPs | Top-1 |
---|---|---|---|---|---|
ConvFormer-S18 | 27.0 | IN-1k : Sup. : 300 | — : — : — | 3.9 | 83.0 |
ConvFormer-S18 | 27.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 11.6 | 84.4 |
ConvFormer-S18 | 27.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 3.9 | 83.7 |
ConvFormer-S18 | 27.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 11.6 | 85.0 |
ConvFormer-S36 | 40.0 | IN-1k : Sup. : 300 | — : — : — | 7.6 | 84.1 |
ConvFormer-S36 | 40.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 22.4 | 85.4 |
ConvFormer-S36 | 40.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 7.6 | 85.4 |
ConvFormer-S36 | 40.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 22.4 | 86.4 |
ConvFormer-M36 | 57.0 | IN-1k : Sup. : 300 | — : — : — | 12.8 | 84.5 |
ConvFormer-M36 | 57.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 37.7 | 85.6 |
ConvFormer-M36 | 57.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 12.8 | 86.1 |
ConvFormer-M36 | 57.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 37.7 | 86.9 |
ConvFormer-B36 | 100.0 | IN-1k : Sup. : 300 | — : — : — | 22.6 | 84.8 |
ConvFormer-B36 | 100.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 66.5 | 85.7 |
ConvFormer-B36 | 100.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 22.6 | 87.0 |
ConvFormer-B36 | 100.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 66.5 | 87.6 |
model | params (m) | pretrain | finetune | gflops | IN-1k | IN-A | IN-R | IN-C↓ | IN-Sketch |
---|---|---|---|---|---|---|---|---|---|
ConvFormer-S18 | 27.0 | IN-1k : Sup. : 300 | — : — : — | 3.9 | 83.0/— | 25.3/— | 48.7/— | 51.7/— | 35.2/— |
ConvFormer-S18 | 27.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 11.6 | 84.4/— | 42.0/— | 50.7/— | 51.0/— | 36.2/— |
ConvFormer-S18 | 27.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 3.9 | 83.7/— | 33.4/— | 53.4/— | 47.5/— | 40.3/— |
ConvFormer-S18 | 27.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 11.6 | 85.0/— | 50.1/— | 55.0/— | 47.2/— | 41.6/— |
ConvFormer-S36 | 40.0 | IN-1k : Sup. : 300 | — : — : — | 7.6 | 84.1/— | 33.2/— | 50.8/— | 47.1/— | 38.4/— |
ConvFormer-S36 | 40.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 22.4 | 85.4/— | 49.9/— | 51.9/— | 47.7/— | 37.8/— |
ConvFormer-S36 | 40.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 7.6 | 85.4/— | 47.3/— | 58.9/— | 41.0/— | 46.9/— |
ConvFormer-S36 | 40.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 22.4 | 86.4/— | 62.9/— | 59.9/— | 41.3/— | 47.1/— |
ConvFormer-M36 | 57.0 | IN-1k : Sup. : 300 | — : — : — | 12.8 | 84.5/— | 37.6/— | 51.0/— | 46.5/— | 39.2/— |
ConvFormer-M36 | 57.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 37.7 | 85.6/— | 53.5/— | 52.2/— | 48.4/— | 38.5/— |
ConvFormer-M36 | 57.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 12.8 | 86.1/— | 56.1/— | 60.9/— | 38.4/— | 49.1/— |
ConvFormer-M36 | 57.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 37.7 | 86.9/— | 68.5/— | 61.8/— | 39.0/— | 49.1/— |
ConvFormer-B36 | 100.0 | IN-1k : Sup. : 300 | — : — : — | 22.6 | 84.8/— | 40.1/— | 51.1/— | 46.3/— | 39.5/— |
ConvFormer-B36 | 100.0 | IN-1k : Sup. : 300 | IN-1k : 30 : 384 | 66.5 | 85.7/— | 55.3/— | 52.2/— | 48.1/— | 38.9/— |
ConvFormer-B36 | 100.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 224 | 22.6 | 87.0/— | 63.3/— | 65.3/— | 35.0/— | 52.7/— |
ConvFormer-B36 | 100.0 | IN-22k : Sup. : 90 | IN-1k : 30 : 384 | 66.5 | 87.6/— | 73.5/— | 66.5/— | 35.8/— | 52.9/— |
COCO (val)
model | pretrain | head | train | gflops | mAPb | APb50 | APb75 | mAPbs | mAPbm | mAPbl |
---|---|---|---|---|---|---|---|---|---|---|
ConvFormer-S18 | IN-1k : Sup. : 300 | Mask R-CNN | COCO (train) : 36 | 502.0 | 47.7 | 69.6 | 52.3 | — | — | — |
ConvFormer-S18 | IN-1k : Sup. : 300 | Cascade Mask R-CNN | COCO (train) : 36 | 1458.0 | 51.5 | 70.7 | 55.8 | — | — | — |
ConvFormer-S36 | IN-1k : Sup. : 300 | Cascade Mask R-CNN | COCO (train) : 36 | 1610.0 | 52.5 | 71.1 | 57.0 | — | — | — |
ConvFormer-M36 | IN-1k : Sup. : 300 | Cascade Mask R-CNN | COCO (train) : 36 | 1824.0 | 53.0 | 71.4 | 57.4 | — | — | — |
COCO (val)
model | pretrain | head | train | gflops | mAPm | APm50 | APm75 | mAPms | mAPmm | mAPml |
---|---|---|---|---|---|---|---|---|---|---|
ConvFormer-S18 | IN-1k : Sup. : 300 | Mask R-CNN | COCO (train) : 36 | 502.0 | 42.6 | 66.3 | 45.9 | — | — | — |
ConvFormer-S18 | IN-1k : Sup. : 300 | Cascade Mask R-CNN | COCO (train) : 36 | 1458.0 | 44.6 | 67.8 | 48.2 | — | — | — |
ConvFormer-S36 | IN-1k : Sup. : 300 | Cascade Mask R-CNN | COCO (train) : 36 | 1610.0 | 45.2 | 68.6 | 48.8 | — | — | — |
ConvFormer-M36 | IN-1k : Sup. : 300 | Cascade Mask R-CNN | COCO (train) : 36 | 1824.0 | 45.7 | 69.2 | 49.5 | — | — | — |
ADE20K (val)
model | pretrain | head | train | gflops | mIoUms | pAccms | mAccms | mIoUss | pAccss | mAccss |
---|---|---|---|---|---|---|---|---|---|---|
ConvFormer-S18 | IN-1k : Sup. : 300 | UPerNet | ADE20K (train) : 128 : 512 | 925.0 | 48.6 | — | — | — | — | — |
ConvFormer-S36 | IN-1k : Sup. : 300 | UPerNet | ADE20K (train) : 128 : 512 | 1003.0 | 50.7 | — | — | — | — | — |
ConvFormer-M36 | IN-1k : Sup. : 300 | UPerNet | ADE20K (train) : 128 : 512 | 1113.0 | 51.3 | — | — | — | — | — |