Instance Segmentation on COCO (AP)
0.7718APSAM-H/16
Evaluation Results
| Method | Links | |
|---|---|---|
| SAM-H/16Params (M)=637, Resolution=1024, Throughput=122023.12 | 0.7718 | |
| E-RADIO-LParams (M)=391, Resolution=512, Throughput=4682023.12 | 0.7631 | |
| RADIO-ViT-H/16Params (M)=653, Resolution=432, Throughput=1582023.12 | 0.7623 | |
| Full-precisionBits (W/A)=16/162026.06 | 0.49 | |
| Shift-and-Sum Quantization + LiteVARBits (W/A)=6/62026.06 | 0.486 | |
| Shift-and-Sum QuantizationBits (W/A)=6/62026.06 | 0.483 | |
| LiteVARBits (W/A)=6/62026.06 | 0.482 | |
| BRECQBits (W/A)=6/62026.06 | 0.478 | |
| ViT-H-SAMinference_mode=zero-shot2023.07 | 0.468 | |
| MAETask layer=Cascade Mask R-CNN2024.08 | 0.449 | |
| RepViT-SAMinference_mode=zero-shot2023.07 | 0.444 | |
| BEiTTask layer=Cascade Mask R-CNN2024.08 | 0.444 | |
| DINOTask layer=Cascade Mask R-CNN2024.08 | 0.434 | |
| BAMTask layer=Cascade Mask R-CNN2024.08 | 0.433 | |
| MoCoV3Task layer=Cascade Mask R-CNN2024.08 | 0.429 | |
| MobileSAMinference_mode=zero-shot2023.07 | 0.427 | |
| ViT-B-SAMinference_mode=zero-shot2023.07 | 0.425 | |
| Shift-and-Sum Quantization + LiteVARBits (W/A)=4/42026.06 | 0.406 | |
| LiteVARBits (W/A)=4/42026.06 | 0.392 | |
| Shift-and-Sum QuantizationBits (W/A)=4/42026.06 | 0.391 | |
| BRECQBits (W/A)=4/42026.06 | 0.379 |