Edge Segmentation on COCO
65.45mIoUPicoSAM3
Evaluation results
| Method | Links | |
|---|---|---|
| PicoSAM3Prompt=Box, Params (M)=1.37, MACs=345M, Size (MB)=5.262026.03 | 65.45 | |
| Q-PicoSAM3Prompt=Box, Params (M)=1.37, MACs=345M, Size (MB)=1.30, IMX500 Latency (ms)=11.822026.03 | 65.34 | |
| SAM-HPrompt=–, Params (M)=635, MACs=2.97T, Size (MB)=2420.3, GPU Latency (ms)=23902026.03 | 53.6 | |
| SupervisedPrompt=–, Params (M)=1.3, MACs=336M, Size (MB)=4.87, GPU Latency (ms)=2.52026.03 | 53 | |
| PicoSAM2Prompt=Center, Params (M)=1.3, MACs=336M, Size (MB)=4.87, GPU Latency (ms)=2.542026.03 | 51.9 | |
| FastSAMPrompt=–, Params (M)=72.2, MACs=443G, Size (MB)=275.6, GPU Latency (ms)=153.62026.03 | 51.6 | |
| TinySAMPrompt=–, Params (M)=9.7, MACs=42G, Size (MB)=37.0, GPU Latency (ms)=38.42026.03 | 50.9 | |
| Q-PicoSAM2Prompt=Center, Params (M)=1.3, MACs=324M, Size (MB)=1.22, IMX500 Latency (ms)=14.32026.03 | 50.5 | |
| LiteSAMPrompt=–, Params (M)=4.2, MACs=4.2G, Size (MB)=16.0, GPU Latency (ms)=16.02026.03 | 49 | |
| EdgeSAMPrompt=–, Params (M)=9.7, MACs=42G, Size (MB)=37.0, GPU Latency (ms)=38.42026.03 | 48 |