setup
┌──────────────────────────────────────────┐ martin@omarchy -------------------- OS Omarchy 4.0.2-1 (Arch Linux) Kernel Linux 7.1.9-arch1-2 WM Hyprland 0.56.2 (Wayland) CPU Intel Core i7-14700KF (16+12) @ 5.60GHz GPU NVIDIA GeForce RTX 4060 Ti RAM 31.15 GiB Disk 929.50 GiB btrfs └──────────────────────────────────────────┘
results
| model | backbone | res | epochs | pix. acc. | mIoU | latency | fps |
|---|---|---|---|---|---|---|---|
| U-Net (baseline) | custom | 128² | 15 | ~88.0% | ~0.42 | ~8.5ms | ~118 |
| YOLOv8n transfer | CSPDarknet | 400² | 5 | 92.86% | 0.562 | ~1.0ms | >1000 |
| SAM 2.1 transfer | Hiera-Tiny | 400² | 5 | 95.28% | 0.620 | ~27.8ms | ~36 |
SAM 2.1 wins on fidelity (fine boundaries, small objects); YOLOv8n wins on throughput by ~30x.