| --- |
| license: apache-2.0 |
| tags: |
| - image-segmentation |
| - building-footprint |
| - remote-sensing |
| datasets: |
| - BONAI |
| model-index: |
| - name: v6_8ch |
| results: |
| - task: |
| type: image-segmentation |
| metrics: |
| - name: mIoU |
| type: miou |
| value: 0.5249 |
| --- |
| |
| # Building Footprint Extraction — FootprintNet checkpoints |
|
|
| Checkpoints for the BONAI building-footprint extraction project. Each folder holds the best |
| checkpoint for one model run. The model family lineage is V0–V3 (ResNet-50 base), V4-Attention |
| (RegNetY-6.4GF), V5-Attention (18-channel pruned), and V6 (SegFormer mit_b2) which is the current |
| family. |
| |
| ## Current best model: v6_8ch |
|
|
| | File | Description | |
| |------|-------------| |
| | `v6_8ch/best_v6_8ch.pt` | Best checkpoint, 8 input channels, mIoU **0.5249** (TTA 0.5317) | |
| | `v6_8ch/best_v6_8ch_stripped.pt` | Deployable stripped weights (inference only) | |
| | `v6_8ch/eval_summary.txt` | Held-out eval metrics | |
| | `v6_8ch/tta_summary.txt` | HFlip+VFlip TTA comparison | |
|
|
| Best config: `in_channels=8`, SegFormer `mit_b2`, `batch_size=24`, `accum_steps=2`, `lr=3e-5`, |
| `warmup_epochs=8`, `early_stop_patience=30`, `grad_checkpoint=true`, `amp=true`. |
|
|
| ## Model summary |
|
|
| | Folder | Input channels | Epoch | mIoU | Status | |
| |--------|---------------|-------|------|--------| |
| | v6_8ch | 8 | 129 | 0.5249 | **Current best** | |
| | v6_19ch | 19 | 83 | 0.4977 | Deprecated | |
| | v6_14ch | 14 | 63 | 0.5065 | Deprecated (Phase 69) | |
| | v6_11ch | 11 | 73 | 0.4958 | Deprecated (Phase 70) | |
| | v5_attn_1 | 18 | 24 | 0.3867 | Deprecated | |
| | v5_attn_1_continued | 18 | 35 | 0.4109 | Deprecated | |
| | v4_attn_retry_p41 | 19 | 23 | 0.4046 | Deprecated | |
| | v4_attn_synthetic_roof_p44 | 19 | 34 | 0.4025 | Deprecated | |
| | channel_attention_phase41_earlystop | — | 2 | 0.3864 | Probe (early stop) | |
| | channel_attention_phase44_earlystop | — | 3 | 0.3713 | Probe (early stop) | |
