Semantic Segmentation on WJ3600 (test)
22.36Delta Joint IoUProposed TL (Full FT + CE+Lovasz (0.04/0.96))
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proposed TL (Full FT + CE+Lovasz (0.04/0.96))Model=BiSeNetV2, FLOPs (G)=22.26, Params (M)=3.05, FPS=161.91, Latency (ms)=6.18, GPU Mem (MB)=171.13, CPU Mem (MB)=4.822026.07 | 22.36 | 96.33 | |
| Proposed TL (Decoder Only + CE)Model=SegFormer-B0, FLOPs (G)=6.78, Params (M)=3.71, FPS=96.56, Latency (ms)=10.36, GPU Mem (MB)=251.29, CPU Mem (MB)=2.212026.07 | 10.75 | 1.77 | |
| Proposed TL (Decoder Only + CE+Lovasz (0.18/0.82))Model=DeepLabV3+, FLOPs (G)=31.74, Params (M)=22.44, FPS=180.77, Latency (ms)=5.53, GPU Mem (MB)=293.06, CPU Mem (MB)=1.912026.07 | 5.08 | 2.42 | |
| Proposed TL (Decoder Only + CE)Model=UNet, FLOPs (G)=31.59, Params (M)=24.44, FPS=156.84, Latency (ms)=6.38, GPU Mem (MB)=217.10, CPU Mem (MB)=1.122026.07 | 4.76 | 0.85 |