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fast-methane-filters-models

Image Segmentation
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@@ -50,4 +50,105 @@ If you use these models in your research, please cite our article:
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  primaryClass={cs.CV},
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  url={https://arxiv.org/abs/2507.01472},
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  }
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  primaryClass={cs.CV},
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  url={https://arxiv.org/abs/2507.01472},
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  }
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+ ```
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+
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+ ## Models performance
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+ ## U-Net
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+
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+ ### CEM
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+
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+ | ID | Recall | Precision | F1 | F1 strong |
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+ |----|--------|-----------|-------|-----------|
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+ | A | 0.441 | 0.317 | 0.369 | 0.500 |
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+ | B | 0.701 | 0.158 | 0.258 | 0.550 |
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+ | C | 0.531 | 0.299 | 0.382 | 0.610 |
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+ | D | 0.536 | 0.218 | 0.310 | 0.551 |
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+ | E | 0.564 | 0.182 | 0.275 | 0.469 |
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+ | **AVG** | 55.47% | 23.49% | 31.90% | 53.55% |
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+ | **STD** | 8.41% | 6.30% | 4.94% | 4.85% |
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+
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+ ---
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+
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+ ### ACE
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+
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+ | ID | Recall | Precision | F1 | F1 strong |
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+ |----|--------|-----------|-------|-----------|
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+ | A | 0.468 | 0.202 | 0.282 | 0.460 |
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+ | B | 0.480 | 0.288 | 0.360 | 0.537 |
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+ | C | 0.413 | 0.253 | 0.314 | 0.461 |
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+ | D | 0.550 | 0.194 | 0.287 | 0.510 |
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+ | E | 0.500 | 0.162 | 0.245 | 0.442 |
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+ | **AVG** | 48.22% | 21.99% | 29.77% | 48.19% |
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+ | **STD** | 4.46% | 4.50% | 3.82% | 3.57% |
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+
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+ ---
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+
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+ ### MF
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+
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+ | ID | Recall | Precision | F1 | F1 strong |
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+ |----|--------|-----------|-------|-----------|
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+ | A | 0.603 | 0.153 | 0.243 | 0.451 |
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+ | B | 0.673 | 0.198 | 0.306 | 0.585 |
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+ | C | 0.563 | 0.259 | 0.355 | 0.507 |
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+ | D | 0.625 | 0.173 | 0.271 | 0.558 |
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+ | E | 0.466 | 0.301 | 0.366 | 0.496 |
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+ | **AVG** | 58.60% | 21.68% | 30.82% | 51.94% |
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+ | **STD** | 6.97% | 5.52% | 4.73% | 4.73% |
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+
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+ ---
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+
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+ ### MAG1C-SAS (1%)
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+
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+ | ID | Recall | Precision | F1 | F1 strong |
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+ |----|--------|-----------|-------|-----------|
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+ | A | 0.587 | 0.456 | 0.513 | 0.668 |
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+ | B | 0.618 | 0.291 | 0.395 | 0.642 |
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+ | C | 0.576 | 0.290 | 0.386 | 0.604 |
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+ | D | 0.613 | 0.414 | 0.495 | 0.686 |
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+ | E | 0.427 | 0.280 | 0.338 | 0.470 |
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+ | **AVG** | 56.42% | 34.62% | 42.54% | 61.40% |
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+ | **STD** | 7.04% | 7.38% | 6.73% | 7.71% |
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+
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+ ---
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+
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+ ### MAG1C (Whole Tile)
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+
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+ | ID | Recall | Precision | F1 | F1 strong |
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+ |----|--------|-----------|-------|-----------|
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+ | A | 0.643 | 0.218 | 0.325 | 0.599 |
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+ | B | 0.732 | 0.288 | 0.413 | 0.692 |
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+ | C | 0.613 | 0.362 | 0.455 | 0.659 |
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+ | D | 0.669 | 0.242 | 0.355 | 0.633 |
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+ | E | 0.640 | 0.366 | 0.466 | 0.684 |
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+ | **AVG** | 65.94% | 29.52% | 40.28% | 65.34% |
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+ | **STD** | 4.04% | 6.05% | 5.51% | 3.42% |
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+
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+ ---
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+
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+ ## LinkNet
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+
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+ ### CEM
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+
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+ | ID | Recall | Precision | F1 | F1 strong |
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+ |----|--------|-----------|-------|-----------|
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+ | A | 0.597 | 0.319 | 0.416 | 0.633 |
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+ | B | 0.539 | 0.274 | 0.363 | 0.603 |
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+ | C | 0.452 | 0.233 | 0.308 | 0.527 |
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+ | D | 0.606 | 0.165 | 0.260 | 0.561 |
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+ | E | 0.442 | 0.144 | 0.217 | 0.455 |
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+ | **AVG** | 52.72% | 22.70% | 31.27% | 55.56% |
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+ | **STD** | 6.96% | 6.54% | 7.09% | 6.20% |
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+
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+ ---
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+
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+ ### MAG1C-SAS (1%)
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+
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+ | ID | Recall | Precision | F1 | F1 strong |
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+ |----|--------|-----------|-------|-----------|
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+ | A | 0.566 | 0.324 | 0.412 | 0.612 |
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+ | B | 0.505 | 0.515 | 0.510 | 0.613 |
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+ | C | 0.381 | 0.422 | 0.400 | 0.507 |
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+ | D | 0.590 | 0.383 | 0.464 | 0.660 |
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+ | E | 0.513 | 0.378 | 0.435 | 0.627 |
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+ | **AVG** | 51.10% | 40.44% | 44.42% | 60.38% |
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+ | **STD** | 7.24% | 6.35% | 3.95% | 5.14% |