2D Semantic Segmentation
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All datasetsDeep IndicesWildScenesxBDRELLIS-3DCamVidExtended heartSegGF-PA66 3D XCTWaterScenesWorldFloods
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 7x7 dense-morphological + ibf + sprb | mIoU | 82.19 | — | Unverified |
| 2 | 5x5 dense-morphological + ibf + sprb | mIoU | 81.92 | — | Unverified |
| 3 | 7x7 linear + ibf+sprb | mIoU | 81.49 | — | Unverified |
| 4 | 7x7 linear-ratio + ibf + sprb | mIoU | 81.35 | — | Unverified |
| 5 | 7x7 polynomial + ibf + sprb | mIoU | 81.21 | — | Unverified |
| 6 | 3x3 universal-function + ibf + sprb | mIoU | 81.08 | — | Unverified |
| 7 | 5x5 polynomial + ibf + sprb | mIoU | 80.67 | — | Unverified |
| 8 | 5x5 universal-function + ibf + sprb | mIoU | 80.63 | — | Unverified |
| 9 | 7x7 universal-function + ibf + sprb | mIoU | 80.36 | — | Unverified |
| 10 | 3x3 dense-morphological + ibf + sprb | mIoU | 80.29 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Mask2Former (Swin-L) | mIoU | 47.85 | — | Unverified |
| 2 | UPerNet (ConvNeXt-L) | mIoU | 47.3 | — | Unverified |
| 3 | Mask2Former (ResNet-50) | mIoU | 43.71 | — | Unverified |
| 4 | DeepLabv3 (ResNet-50) | mIoU | 43.37 | — | Unverified |
| 5 | Segformer (MiT-B5) | mIoU | 40.83 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MambaBDA-Base | Weighted Average F1-score | 0.81 | — | Unverified |
| 2 | BDANet | Weighted Average F1-score | 0.81 | — | Unverified |
| 3 | Double branch U-Net | Weighted Average F1-score | 0.8 | — | Unverified |
| 4 | Double branch U-Net | Weighted Average F1-score | 0.74 | — | Unverified |
| 5 | Baseline Model | Weighted Average F1-score | 0.27 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Swiftnet | Mean IoU (class) | 77.9 | — | Unverified |
| 2 | DeeplabV3 + Resnet | Mean IoU (class) | 35.88 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SERNet-Former | mIoU | 84.62 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UNet | Average IOU | 0.84 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Modular U-Net (2D) | Jaccard (Mean) | 87 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Achelous-FV-RDF-S2 | mIoU | 79.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SWRNet | Category mIoU | 0.79 | — | Unverified |