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summary.md
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| completed | ABCNet | ResNet-18 | ce+dice+aux_ce | ISPRSJPRS2021 | 13.9645 | 32.3860 | 4.0397 | 0.1004 | 0.3145 | 0.4302 | 0.6831 | 0.2621 | 0.3070 | 0.3070 |
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| 39 |
| completed | MANet | ResNet-50 | ce+dice | TGRS2022 | 35.8629 | 109.6158 | 4.7794 | 0.3940 | 0.3711 | 0.4922 | 0.6862 | 0.3093 | 0.3147 | 0.3147 |
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| completed | MANet | ResNet-50 | weighted_ce+dice | TGRS2022 | 35.8629 | 109.6158 | 4.7794 | 0.3940 | 0.3828 | 0.5228 | 0.6759 | 0.2734 | 0.3079 | 0.3316 |
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| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce | ISPRSJPRS2022 | 11.7259 | 23.5509 | 5.8413 | 0.0899 | 0.3941 | 0.5152 | 0.7276 | 0.3284 | 0.3388 | 0.3388 |
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| 43 |
| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce | ISPRSJPRS2022 | 11.7259 | 23.5509 | 5.8413 | 0.0899 | 0.3566 | 0.4931 | 0.6811 | 0.2743 | 0.3275 | 0.3275 |
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| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal | ISPRSJPRS2022 | 11.7259 | 23.5509 | 5.8413 | 0.0899 | 0.3765 | 0.4989 | 0.7182 | 0.3137 | 0.3314 | 0.3314 |
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| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | ce+dice | GRSL2024 | 43.3254 | 78.5912 | 11.6012 | 0.4624 | 0.2385 | 0.3080 | 0.7257 | 0.1987 | 0.1559 | 0.1559 |
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| 54 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | weighted_ce+dice | GRSL2024 | 43.3254 | 78.5912 | 11.6012 | 0.4624 | 0.3068 | 0.4280 | 0.6519 | 0.2556 | 0.2313 | 0.2313 |
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| 55 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | focal+dice | GRSL2024 | 43.3254 | 78.5912 | 11.6012 | 0.4624 | 0.2399 | 0.3125 | 0.7251 | 0.1999 | 0.1910 | 0.1910 |
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| 56 |
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| 57 |
| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) | TGRS2025 | 25.1927 | 74.3696 | 17.1870 | 0.2225 | 0.2264 | 0.3066 | 0.6353 | 0.2264 | 0.2264 | 0.2264 |
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| 58 |
| completed | MF-Mamba | HRNet-W18 | ce+dice | TGRS2025 | 11.2729 | 38.9439 | 20.5415 | 0.1326 | 0.3001 | 0.4242 | 0.6376 | 0.2501 | 0.3039 | 0.3039 |
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| 59 |
| completed | MCPNet | ResNet-50 | ce (native) | TGRS2025 | 45.1516 | 110.9866 | 6.8683 | 0.3518 | 0.3293 | 0.4489 | 0.7103 | 0.2533 | 0.3063 | 0.3063 |
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| completed | MCPNet | ResNet-50 | weighted_ce+dice | TGRS2025 | 45.1516 | 110.9866 | 6.8683 | 0.3518 | 0.3193 | 0.4552 | 0.6405 | 0.2281 | 0.2954 | 0.3181 |
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| 62 |
| completed | MCPNet | ResNet-50 | focal+dice | TGRS2025 | 45.1516 | 110.9866 | 6.8683 | 0.3518 | 0.3233 | 0.4448 | 0.6898 | 0.2487 | 0.3027 | 0.3027 |
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| 63 |
| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | GRSL2025 | 21.7049 | 45.9905 | 11.2803 | 0.3103 | 0.3520 | 0.4780 | 0.6683 | 0.2934 | 0.3362 | 0.3362 |
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| 65 |
| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | GRSL2025 | - | - | - | - | - | - | - | - | - | - |
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| 66 |
| - | --- REMOTE SENSING SEGMENTATION WITH VFM --- | - | - | - | - | - | - | - | - | - | - | - | - | - |
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| 67 |
| running | HQ-SAM | ViT-B + HQ decoder (full finetune, msfpn) | ce+dice | NeurIPS2023 | - | - | - | - | - | - | - | - | - | - |
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| 77 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2422 | 0.3510 | 0.6193 | 0.1863 | 0.2082 | 0.2242 |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2351 | 0.3438 | 0.6158 | 0.1809 | 0.2124 | 0.2288 |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2207 | 0.3235 | 0.5938 | 0.1577 | 0.2160 | 0.2326 |
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| 83 |
| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | TGRS2025 | 12.1620 | 27.1366 | 7.0712 | 0.2150 | 0.3702 | 0.4848 | 0.7338 | 0.3085 | 0.3094 | 0.3094 |
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| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | TGRS2025 | 12.1620 | 27.1366 | 7.7431 | 0.2150 | 0.3374 | 0.4613 | 0.6663 | 0.2812 | 0.3035 | 0.3035 |
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| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | TGRS2025 | 12.1620 | 27.1366 | 7.2436 | 0.2150 | 0.3745 | 0.5139 | 0.7098 | 0.2675 | 0.2984 | 0.3214 |
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| 120 |
| completed | ABCNet | ResNet-18 | ce+dice+aux_ce | ISPRS2021 | 12 | 0.3070 | 12 | 0.3070 | 0.4087 | 0.7066 |
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| 121 |
| completed | MANet | ResNet-50 | ce+dice | TGRS2022 | 31 | 0.3147 | 31 | 0.3147 | 0.4108 | 0.6763 |
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| 122 |
| completed | MANet | ResNet-50 | weighted_ce+dice | TGRS2022 | 31 | 0.3079 | 31 | 0.3316 | 0.4447 | 0.6724 |
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| 124 |
| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce | ISPRS2022 | 5 | 0.3388 | 5 | 0.3388 | 0.4375 | 0.7641 |
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| 125 |
| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce | ISPRS2022 | 25 | 0.3275 | 25 | 0.3275 | 0.4329 | 0.7243 |
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| 126 |
| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal | ISPRS2022 | 5 | 0.3314 | 5 | 0.3314 | 0.4291 | 0.7378 |
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| 127 |
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| completed | DC-Swin | Swin-Small | ce+dice | TGRS2022 |
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| 128 |
| completed | A2FPN | ResNet-18 | ce+dice | IJRS2022 | 18 | 0.3085 | 18 | 0.3085 | 0.4068 | 0.6811 |
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| 129 |
| completed | A2FPN | ResNet-18 | weighted_ce+dice | IJRS2022 | 12 | 0.2959 | 12 | 0.3187 | 0.4405 | 0.6435 |
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| completed | A2FPN | ResNet-18 | focal+dice | IJRS2022 | 2 | 0.3027 | 2 | 0.3027 | 0.4050 | 0.6693 |
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| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | ce+dice | GRSL2024 | 2 | 0.1559 | 2 | 0.1559 | 0.2179 | 0.6601 |
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| 136 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | weighted_ce+dice | GRSL2024 | 3 | 0.2313 | 3 | 0.2313 | 0.3219 | 0.6845 |
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| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | focal+dice | GRSL2024 | 2 | 0.1910 | 2 | 0.1910 | 0.2521 | 0.7198 |
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| 139 |
| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) | TGRS2025 | 17 | 0.2264 | 17 | 0.2264 | 0.3066 | 0.6353 |
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| 140 |
| completed | MF-Mamba | HRNet-W18 | ce+dice | TGRS2025 | 54 | 0.3039 | 54 | 0.3039 | 0.3988 | 0.6506 |
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| completed | MCPNet | ResNet-50 | ce (native) | TGRS2025 | 58 | 0.3063 | 58 | 0.3063 | 0.4044 | 0.7179 |
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| completed | MCPNet | ResNet-50 | ce+dice | TGRS2025 |
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| completed | MCPNet | ResNet-50 | weighted_ce+dice | TGRS2025 | 23 | 0.2954 | 23 | 0.3181 | 0.4178 | 0.7706 |
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| completed | MCPNet | ResNet-50 | focal+dice | TGRS2025 | 33 | 0.3027 | 33 | 0.3027 | 0.3944 | 0.7601 |
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| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | GRSL2025 | 31 | 0.3362 | 31 | 0.3362 | 0.4369 | 0.7208 |
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| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | GRSL2025 | - | - | - | - | - | - |
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| - | --- REMOTE SENSING SEGMENTATION WITH VFM --- | - | - | - | - | - | - | - | - | - |
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| running | HQ-SAM | ViT-B + HQ decoder (full finetune, msfpn) | ce+dice | NeurIPS2023 | - | - | - | - | - | - |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | ICLR2025 | 57 | 0.2082 | 57 | 0.2242 | 0.3053 | 0.6757 |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | ICLR2025 | 56 | 0.2124 | 56 | 0.2288 | 0.3108 | 0.6903 |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | ICLR2025 | 56 | 0.2160 | 56 | 0.2326 | 0.3165 | 0.6928 |
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| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | TGRS2025 | - | 0.3094 | - | 0.3094 | 0.4078 | 0.6813 |
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| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | TGRS2025 | - | 0.3035 | - | 0.3035 | 0.4059 | 0.6699 |
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| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | TGRS2025 | - | 0.2984 | - | 0.3214 | 0.4445 | 0.6442 |
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| completed | MCPNet | ResNet-50 | weighted_ce+dice | 0.3181 | 0.1041 | 0.0782 | 0.8021 | 0.0 | 0.606 | 0.5622 | 0.0677 | 0.2102 | 0.8293 | 0.3378 | 0.2475 | 0.2906 | 0.0 |
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| completed | MCPNet | ResNet-50 | focal+dice | 0.3027 | 0.1376 | 0.0 | 0.7836 | 0.0 | 0.6151 | 0.5854 | 0.0696 | 0.1374 | 0.8352 | 0.2712 | 0.2263 | 0.2731 | 0.0 |
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| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | 0.3362 | 0.2672 | 0.0 | 0.7544 | 0.0 | 0.5425 | 0.6552 | 0.0694 | 0.4968 | 0.8348 | 0.225 | 0.2576 | 0.2673 | 0.0 |
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| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
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#### Remote sensing segmentation methods
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| status | model | backbone | loss |
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|:----------|:-------------|:------------|:------------------------|
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| completed | FarSeg | ResNet-50 | ce (native) |
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| completed | BANet | ResT-Lite | ce+dice |
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| completed | ABCNet | ResNet-18 | ce+dice+aux_ce |
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| completed | MANet | ResNet-50 | ce+dice |
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| completed | MANet | ResNet-50 | weighted_ce+dice |
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| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce |
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| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce |
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| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal |
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| completed | DC-Swin | Swin-Small | ce+dice |
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| completed | A2FPN | ResNet-18 | ce+dice |
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| completed | A2FPN | ResNet-18 | weighted_ce+dice |
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| completed | A2FPN | ResNet-18 | focal+dice |
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| completed | LoGCAN | ResNet-50 | ce+aux_ce (native) |
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| completed | SACANet | HRNet-W32 | ce+aux_ce (native) |
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| completed | FarSeg++ | MiT-B2 | ce (native) |
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| completed | DOCNet | HRNet-W32 | ce+aux_ce (native) |
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| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) |
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| completed | MF-Mamba | HRNet-W18 | ce+dice |
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#### Remote sensing segmentation with VFM methods
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | 0.2242 | 0.1131 | 0.0 | 0.7295 | 0.0 | 0.4984 | 0.201 | 0.0047 | 0.0861 | 0.7436 | 0.2142 | 0.1024 | 0.222 | 0.0 |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | 0.2288 | 0.0958 | 0.0017 | 0.7499 | 0.0 | 0.4624 | 0.3107 | 0.0161 | 0.0719 | 0.7424 | 0.2096 | 0.1025 | 0.2108 | 0.0 |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | 0.2326 | 0.0406 | 0.0308 | 0.7612 | 0.0293 | 0.4464 | 0.3085 | 0.0314 | 0.099 | 0.7675 | 0.2151 | 0.0861 | 0.2085 | 0.0 |
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| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | 0.3094 | 0.2442 | 0.0 | 0.6983 | 0.0 | 0.5238 | 0.6614 | 0.0597 | 0.3171 | 0.8411 | 0.2016 | 0.1772 | 0.2974 | 0.0 |
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| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | 0.3035 | 0.3435 | 0.0 | 0.6946 | 0.0 | 0.4638 | 0.5973 | 0.0249 | 0.3706 | 0.7669 | 0.2361 | 0.1646 | 0.2833 | 0.0 |
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| 266 |
| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | 0.3214 | 0.3047 | 0.0704 | 0.6523 | 0.0775 | 0.3477 | 0.6681 | 0.1588 | 0.3414 | 0.792 | 0.2382 | 0.1579 | 0.2731 | 0.0959 |
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| completed | MCPNet | ResNet-50 | weighted_ce+dice | 0.3193 | 0.1766 | 0.1451 | 0.6789 | 0.4895 | 0.3776 | 0.3702 | 0.3182 | 0.2658 | 0.371 | 0.0 |
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| completed | MCPNet | ResNet-50 | focal+dice | 0.3233 | 0.1958 | 0.0 | 0.7028 | 0.6343 | 0.4144 | 0.3116 | 0.324 | 0.241 | 0.4087 | 0.0 |
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| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | 0.352 | 0.4223 | 0.0 | 0.6742 | 0.615 | 0.3353 | 0.5307 | 0.2833 | 0.2538 | 0.4057 | 0.0 |
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| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | - | - | - | - | - | - | - | - | - | - | - |
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#### Remote sensing segmentation methods
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| status | model | backbone | loss |
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|:----------|:-------------|:------------|:------------------------|
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| completed | FarSeg | ResNet-50 | ce (native) |
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| completed | BANet | ResT-Lite | ce+dice |
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| completed | ABCNet | ResNet-18 | ce+dice+aux_ce |
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| 323 |
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| completed | MANet | ResNet-50 | ce+dice |
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| completed | MANet | ResNet-50 | weighted_ce+dice |
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| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce |
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| 327 |
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| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce |
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| 328 |
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| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal |
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| 329 |
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| completed | DC-Swin | Swin-Small | ce+dice |
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| 330 |
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| completed | A2FPN | ResNet-18 | ce+dice |
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| completed | A2FPN | ResNet-18 | weighted_ce+dice |
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| 332 |
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| completed | A2FPN | ResNet-18 | focal+dice |
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| completed | LoGCAN | ResNet-50 | ce+aux_ce (native) |
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| completed | SACANet | HRNet-W32 | ce+aux_ce (native) |
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| 335 |
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| completed | FarSeg++ | MiT-B2 | ce (native) |
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| completed | DOCNet | HRNet-W32 | ce+aux_ce (native) |
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| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) |
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| completed | MF-Mamba | HRNet-W18 | ce+dice |
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#### Remote sensing segmentation with VFM methods
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | 0.2422 | 0.2552 | 0.0441 | 0.6777 | 0.4286 | 0.0149 | 0.2028 | 0.306 | 0.1635 | 0.3288 | 0.0 |
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| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | 0.2351 | 0.2074 | 0.0479 | 0.696 | 0.3906 | 0.0482 | 0.1868 | 0.2984 | 0.1556 | 0.3204 | 0.0 |
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| 357 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | 0.2207 | 0.0778 | 0.0403 | 0.685 | 0.3653 | 0.0532 | 0.2506 | 0.2871 | 0.1351 | 0.3102 | 0.0027 |
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| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | 0.3702 | 0.3508 | 0.0 | 0.7085 | 0.8338 | 0.2368 | 0.489 | 0.2883 | 0.243 | 0.5519 | 0.0 |
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| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | 0.3374 | 0.4018 | 0.0 | 0.6584 | 0.6353 | 0.2203 | 0.4785 | 0.3156 | 0.2347 | 0.4292 | 0.0 |
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| 363 |
| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | 0.3745 | 0.3669 | 0.1513 | 0.7198 | 0.7334 | 0.3035 | 0.4118 | 0.3048 | 0.2127 | 0.4463 | 0.0943 |
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| completed | ABCNet | ResNet-18 | ce+dice+aux_ce | ISPRSJPRS2021 | 13.9645 | 32.3860 | 4.0397 | 0.1004 | 0.3145 | 0.4302 | 0.6831 | 0.2621 | 0.3070 | 0.3070 |
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| 39 |
| completed | MANet | ResNet-50 | ce+dice | TGRS2022 | 35.8629 | 109.6158 | 4.7794 | 0.3940 | 0.3711 | 0.4922 | 0.6862 | 0.3093 | 0.3147 | 0.3147 |
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| 40 |
| completed | MANet | ResNet-50 | weighted_ce+dice | TGRS2022 | 35.8629 | 109.6158 | 4.7794 | 0.3940 | 0.3828 | 0.5228 | 0.6759 | 0.2734 | 0.3079 | 0.3316 |
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| 41 |
+
| completed | MANet | ResNet-50 | focal+dice | TGRS2022 | 35.8629 | 109.6158 | 4.7794 | 0.3940 | 0.3999 | 0.5431 | 0.6848 | 0.2856 | 0.3015 | 0.3246 |
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| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce | ISPRSJPRS2022 | 11.7259 | 23.5509 | 5.8413 | 0.0899 | 0.3941 | 0.5152 | 0.7276 | 0.3284 | 0.3388 | 0.3388 |
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| 43 |
| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce | ISPRSJPRS2022 | 11.7259 | 23.5509 | 5.8413 | 0.0899 | 0.3566 | 0.4931 | 0.6811 | 0.2743 | 0.3275 | 0.3275 |
|
| 44 |
| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal | ISPRSJPRS2022 | 11.7259 | 23.5509 | 5.8413 | 0.0899 | 0.3765 | 0.4989 | 0.7182 | 0.3137 | 0.3314 | 0.3314 |
|
|
|
|
| 53 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | ce+dice | GRSL2024 | 43.3254 | 78.5912 | 11.6012 | 0.4624 | 0.2385 | 0.3080 | 0.7257 | 0.1987 | 0.1559 | 0.1559 |
|
| 54 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | weighted_ce+dice | GRSL2024 | 43.3254 | 78.5912 | 11.6012 | 0.4624 | 0.3068 | 0.4280 | 0.6519 | 0.2556 | 0.2313 | 0.2313 |
|
| 55 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | focal+dice | GRSL2024 | 43.3254 | 78.5912 | 11.6012 | 0.4624 | 0.2399 | 0.3125 | 0.7251 | 0.1999 | 0.1910 | 0.1910 |
|
| 56 |
+
| completed | PyramidMamba | Swin-Base | ce+dice | JAG2025 | 125.1077 | 217.7548 | 18.3763 | 0.6569 | 0.3985 | 0.5360 | 0.6833 | 0.2847 | 0.3703 | 0.3703 |
|
| 57 |
| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) | TGRS2025 | 25.1927 | 74.3696 | 17.1870 | 0.2225 | 0.2264 | 0.3066 | 0.6353 | 0.2264 | 0.2264 | 0.2264 |
|
| 58 |
| completed | MF-Mamba | HRNet-W18 | ce+dice | TGRS2025 | 11.2729 | 38.9439 | 20.5415 | 0.1326 | 0.3001 | 0.4242 | 0.6376 | 0.2501 | 0.3039 | 0.3039 |
|
| 59 |
| completed | MCPNet | ResNet-50 | ce (native) | TGRS2025 | 45.1516 | 110.9866 | 6.8683 | 0.3518 | 0.3293 | 0.4489 | 0.7103 | 0.2533 | 0.3063 | 0.3063 |
|
|
|
|
| 61 |
| completed | MCPNet | ResNet-50 | weighted_ce+dice | TGRS2025 | 45.1516 | 110.9866 | 6.8683 | 0.3518 | 0.3193 | 0.4552 | 0.6405 | 0.2281 | 0.2954 | 0.3181 |
|
| 62 |
| completed | MCPNet | ResNet-50 | focal+dice | TGRS2025 | 45.1516 | 110.9866 | 6.8683 | 0.3518 | 0.3233 | 0.4448 | 0.6898 | 0.2487 | 0.3027 | 0.3027 |
|
| 63 |
| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | GRSL2025 | 21.7049 | 45.9905 | 11.2803 | 0.3103 | 0.3520 | 0.4780 | 0.6683 | 0.2934 | 0.3362 | 0.3362 |
|
| 64 |
+
| completed | PPMambaSeg | swsl-ResNet-18 | weighted_ce+dice | GRSL2025 | 21.7049 | 45.9905 | 11.2803 | 0.3103 | 0.3854 | 0.5298 | 0.6816 | 0.2753 | 0.3466 | 0.3466 |
|
| 65 |
| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | GRSL2025 | - | - | - | - | - | - | - | - | - | - |
|
| 66 |
| - | --- REMOTE SENSING SEGMENTATION WITH VFM --- | - | - | - | - | - | - | - | - | - | - | - | - | - |
|
| 67 |
| running | HQ-SAM | ViT-B + HQ decoder (full finetune, msfpn) | ce+dice | NeurIPS2023 | - | - | - | - | - | - | - | - | - | - |
|
|
|
|
| 77 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2422 | 0.3510 | 0.6193 | 0.1863 | 0.2082 | 0.2242 |
|
| 78 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2351 | 0.3438 | 0.6158 | 0.1809 | 0.2124 | 0.2288 |
|
| 79 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2207 | 0.3235 | 0.5938 | 0.1577 | 0.2160 | 0.2326 |
|
| 80 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | ce+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2885 | 0.4089 | 0.6562 | 0.2405 | 0.2903 | 0.2903 |
|
| 81 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | focal+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2980 | 0.4155 | 0.6870 | 0.2483 | 0.2906 | 0.2906 |
|
| 82 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | weighted_ce+dice | ICLR2025 | 83.8976 | 191.8167 | 10.7092 | 0.9487 | 0.2875 | 0.4058 | 0.6769 | 0.2054 | 0.2723 | 0.2933 |
|
| 83 |
| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | TGRS2025 | 12.1620 | 27.1366 | 7.0712 | 0.2150 | 0.3702 | 0.4848 | 0.7338 | 0.3085 | 0.3094 | 0.3094 |
|
| 84 |
| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | TGRS2025 | 12.1620 | 27.1366 | 7.7431 | 0.2150 | 0.3374 | 0.4613 | 0.6663 | 0.2812 | 0.3035 | 0.3035 |
|
| 85 |
| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | TGRS2025 | 12.1620 | 27.1366 | 7.2436 | 0.2150 | 0.3745 | 0.5139 | 0.7098 | 0.2675 | 0.2984 | 0.3214 |
|
|
|
|
| 120 |
| completed | ABCNet | ResNet-18 | ce+dice+aux_ce | ISPRS2021 | 12 | 0.3070 | 12 | 0.3070 | 0.4087 | 0.7066 |
|
| 121 |
| completed | MANet | ResNet-50 | ce+dice | TGRS2022 | 31 | 0.3147 | 31 | 0.3147 | 0.4108 | 0.6763 |
|
| 122 |
| completed | MANet | ResNet-50 | weighted_ce+dice | TGRS2022 | 31 | 0.3079 | 31 | 0.3316 | 0.4447 | 0.6724 |
|
| 123 |
+
| completed | MANet | ResNet-50 | focal+dice | TGRS2022 | 57 | 0.3015 | 57 | 0.3246 | 0.4414 | 0.6835 |
|
| 124 |
| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce | ISPRS2022 | 5 | 0.3388 | 5 | 0.3388 | 0.4375 | 0.7641 |
|
| 125 |
| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce | ISPRS2022 | 25 | 0.3275 | 25 | 0.3275 | 0.4329 | 0.7243 |
|
| 126 |
| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal | ISPRS2022 | 5 | 0.3314 | 5 | 0.3314 | 0.4291 | 0.7378 |
|
| 127 |
+
| completed | DC-Swin | Swin-Small | ce+dice | TGRS2022 | 31 | 0.2884 | 31 | 0.2884 | 0.3846 | 0.6994 |
|
| 128 |
| completed | A2FPN | ResNet-18 | ce+dice | IJRS2022 | 18 | 0.3085 | 18 | 0.3085 | 0.4068 | 0.6811 |
|
| 129 |
| completed | A2FPN | ResNet-18 | weighted_ce+dice | IJRS2022 | 12 | 0.2959 | 12 | 0.3187 | 0.4405 | 0.6435 |
|
| 130 |
| completed | A2FPN | ResNet-18 | focal+dice | IJRS2022 | 2 | 0.3027 | 2 | 0.3027 | 0.4050 | 0.6693 |
|
|
|
|
| 135 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | ce+dice | GRSL2024 | 2 | 0.1559 | 2 | 0.1559 | 0.2179 | 0.6601 |
|
| 136 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | weighted_ce+dice | GRSL2024 | 3 | 0.2313 | 3 | 0.2313 | 0.3219 | 0.6845 |
|
| 137 |
| completed | RS3Mamba | ResNet-18 + VMamba-Tiny | focal+dice | GRSL2024 | 2 | 0.1910 | 2 | 0.1910 | 0.2521 | 0.7198 |
|
| 138 |
+
| completed | PyramidMamba | Swin-Base | ce+dice | JAG2025 | 68 | 0.3703 | 68 | 0.3703 | 0.4900 | 0.7318 |
|
| 139 |
| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) | TGRS2025 | 17 | 0.2264 | 17 | 0.2264 | 0.3066 | 0.6353 |
|
| 140 |
| completed | MF-Mamba | HRNet-W18 | ce+dice | TGRS2025 | 54 | 0.3039 | 54 | 0.3039 | 0.3988 | 0.6506 |
|
| 141 |
| completed | MCPNet | ResNet-50 | ce (native) | TGRS2025 | 58 | 0.3063 | 58 | 0.3063 | 0.4044 | 0.7179 |
|
| 142 |
+
| completed | MCPNet | ResNet-50 | ce+dice | TGRS2025 | 60 | 0.3051 | 60 | 0.3051 | 0.3952 | 0.7140 |
|
| 143 |
| completed | MCPNet | ResNet-50 | weighted_ce+dice | TGRS2025 | 23 | 0.2954 | 23 | 0.3181 | 0.4178 | 0.7706 |
|
| 144 |
| completed | MCPNet | ResNet-50 | focal+dice | TGRS2025 | 33 | 0.3027 | 33 | 0.3027 | 0.3944 | 0.7601 |
|
| 145 |
| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | GRSL2025 | 31 | 0.3362 | 31 | 0.3362 | 0.4369 | 0.7208 |
|
| 146 |
+
| completed | PPMambaSeg | swsl-ResNet-18 | weighted_ce+dice | GRSL2025 | 42 | 0.3466 | 42 | 0.3466 | 0.4708 | 0.6706 |
|
| 147 |
| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | GRSL2025 | - | - | - | - | - | - |
|
| 148 |
| - | --- REMOTE SENSING SEGMENTATION WITH VFM --- | - | - | - | - | - | - | - | - | - |
|
| 149 |
| running | HQ-SAM | ViT-B + HQ decoder (full finetune, msfpn) | ce+dice | NeurIPS2023 | - | - | - | - | - | - |
|
|
|
|
| 159 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | ICLR2025 | 57 | 0.2082 | 57 | 0.2242 | 0.3053 | 0.6757 |
|
| 160 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | ICLR2025 | 56 | 0.2124 | 56 | 0.2288 | 0.3108 | 0.6903 |
|
| 161 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | ICLR2025 | 56 | 0.2160 | 56 | 0.2326 | 0.3165 | 0.6928 |
|
| 162 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | ce+dice | ICLR2025 | 34 | 0.2903 | 34 | 0.2903 | 0.3880 | 0.6894 |
|
| 163 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | focal+dice | ICLR2025 | 25 | 0.2906 | 25 | 0.2906 | 0.3862 | 0.6832 |
|
| 164 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | weighted_ce+dice | ICLR2025 | 40 | 0.2723 | 40 | 0.2933 | 0.3976 | 0.7158 |
|
| 165 |
| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | TGRS2025 | - | 0.3094 | - | 0.3094 | 0.4078 | 0.6813 |
|
| 166 |
| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | TGRS2025 | - | 0.3035 | - | 0.3035 | 0.4059 | 0.6699 |
|
| 167 |
| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | TGRS2025 | - | 0.2984 | - | 0.3214 | 0.4445 | 0.6442 |
|
|
|
|
| 213 |
| completed | MCPNet | ResNet-50 | weighted_ce+dice | 0.3181 | 0.1041 | 0.0782 | 0.8021 | 0.0 | 0.606 | 0.5622 | 0.0677 | 0.2102 | 0.8293 | 0.3378 | 0.2475 | 0.2906 | 0.0 |
|
| 214 |
| completed | MCPNet | ResNet-50 | focal+dice | 0.3027 | 0.1376 | 0.0 | 0.7836 | 0.0 | 0.6151 | 0.5854 | 0.0696 | 0.1374 | 0.8352 | 0.2712 | 0.2263 | 0.2731 | 0.0 |
|
| 215 |
| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | 0.3362 | 0.2672 | 0.0 | 0.7544 | 0.0 | 0.5425 | 0.6552 | 0.0694 | 0.4968 | 0.8348 | 0.225 | 0.2576 | 0.2673 | 0.0 |
|
| 216 |
+
| completed | PPMambaSeg | swsl-ResNet-18 | weighted_ce+dice | 0.3466 | 0.2916 | 0.0446 | 0.6857 | 0.1125 | 0.4482 | 0.6815 | 0.0605 | 0.4168 | 0.797 | 0.175 | 0.2275 | 0.2629 | 0.3021 |
|
| 217 |
| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
|
| 218 |
|
| 219 |
#### Remote sensing segmentation methods
|
| 220 |
|
| 221 |
+
| status | model | backbone | loss | val_miou_present | Building | Mining raft | Primary Forest | Heavy machinery | Water bodies | Agricultural crop | Compact mounds | Gravel mounds | Grass | Type1 regen | Type2 regen | Bare ground | Sluice |
|
| 222 |
+
|:----------|:-------------|:------------|:------------------------|-------------------:|-----------:|--------------:|-----------------:|------------------:|---------------:|--------------------:|-----------------:|----------------:|--------:|--------------:|--------------:|--------------:|---------:|
|
| 223 |
+
| completed | FarSeg | ResNet-50 | ce (native) | 0.2989 | 0.2645 | 0.0000 | 0.6644 | 0.0000 | 0.6033 | 0.5275 | 0.0018 | 0.3353 | 0.7271 | 0.2688 | 0.2193 | 0.2743 | 0.0000 |
|
| 224 |
+
| completed | BANet | ResT-Lite | ce+dice | 0.2992 | 0.1944 | 0.0000 | 0.7519 | 0.0000 | 0.5869 | 0.5615 | 0.1578 | 0.1029 | 0.8090 | 0.2574 | 0.1872 | 0.2811 | 0.0000 |
|
| 225 |
+
| completed | ABCNet | ResNet-18 | ce+dice+aux_ce | 0.3070 | 0.2142 | 0.0000 | 0.7417 | 0.0000 | 0.5475 | 0.5567 | 0.0974 | 0.2884 | 0.8265 | 0.2429 | 0.1955 | 0.2807 | 0.0000 |
|
| 226 |
+
| completed | MANet | ResNet-50 | ce+dice | 0.3147 | 0.3122 | 0.0000 | 0.6773 | 0.0000 | 0.6197 | 0.6587 | 0.0235 | 0.3137 | 0.8350 | 0.1884 | 0.1847 | 0.2778 | 0.0000 |
|
| 227 |
+
| completed | MANet | ResNet-50 | weighted_ce+dice | 0.3316 | 0.3612 | 0.1092 | 0.6824 | 0.0911 | 0.5321 | 0.6414 | 0.0341 | 0.4564 | 0.7893 | 0.1841 | 0.1735 | 0.2420 | 0.0139 |
|
| 228 |
+
| completed | MANet | ResNet-50 | focal+dice | 0.3246 | 0.2882 | 0.0909 | 0.6819 | 0.0263 | 0.5445 | 0.6208 | 0.0142 | 0.2839 | 0.7782 | 0.2539 | 0.2317 | 0.2711 | 0.1347 |
|
| 229 |
+
| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce | 0.3388 | 0.3298 | 0.0000 | 0.8087 | 0.0000 | 0.5549 | 0.6044 | 0.0268 | 0.4637 | 0.8287 | 0.3045 | 0.1870 | 0.2958 | 0.0000 |
|
| 230 |
+
| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce | 0.3275 | 0.1742 | 0.1195 | 0.7759 | 0.0000 | 0.5172 | 0.6792 | 0.0672 | 0.4487 | 0.7557 | 0.2766 | 0.1497 | 0.2930 | 0.0000 |
|
| 231 |
+
| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal | 0.3314 | 0.2914 | 0.0000 | 0.7808 | 0.0000 | 0.4692 | 0.7022 | 0.0275 | 0.4293 | 0.8336 | 0.2948 | 0.1898 | 0.2893 | 0.0000 |
|
| 232 |
+
| completed | DC-Swin | Swin-Small | ce+dice | 0.2884 | 0.1573 | 0.0000 | 0.7263 | 0.0000 | 0.6021 | 0.4670 | 0.0950 | 0.1835 | 0.8402 | 0.2047 | 0.1979 | 0.2750 | 0.0000 |
|
| 233 |
+
| completed | A2FPN | ResNet-18 | ce+dice | 0.3085 | 0.2414 | 0.0000 | 0.6982 | 0.0000 | 0.5217 | 0.6605 | 0.0580 | 0.3145 | 0.8409 | 0.2018 | 0.1770 | 0.2971 | 0.0000 |
|
| 234 |
+
| completed | A2FPN | ResNet-18 | weighted_ce+dice | 0.3187 | 0.3033 | 0.0675 | 0.6520 | 0.0774 | 0.3458 | 0.6664 | 0.1585 | 0.3381 | 0.7892 | 0.2379 | 0.1567 | 0.2730 | 0.0768 |
|
| 235 |
+
| completed | A2FPN | ResNet-18 | focal+dice | 0.3027 | 0.3418 | 0.0000 | 0.6944 | 0.0000 | 0.4618 | 0.5967 | 0.0240 | 0.3705 | 0.7640 | 0.2357 | 0.1630 | 0.2831 | 0.0000 |
|
| 236 |
+
| completed | LoGCAN | ResNet-50 | ce+aux_ce (native) | 0.2951 | 0.1831 | 0.0000 | 0.7780 | 0.0000 | 0.6095 | 0.5597 | 0.0195 | 0.0079 | 0.8367 | 0.3021 | 0.2517 | 0.2875 | 0.0000 |
|
| 237 |
+
| completed | SACANet | HRNet-W32 | ce+aux_ce (native) | 0.3215 | 0.2771 | 0.0000 | 0.6927 | 0.0000 | 0.5465 | 0.6559 | 0.0007 | 0.3922 | 0.8508 | 0.2916 | 0.2007 | 0.2709 | 0.0000 |
|
| 238 |
+
| completed | FarSeg++ | MiT-B2 | ce (native) | 0.3284 | 0.2062 | 0.1642 | 0.7977 | 0.0067 | 0.6212 | 0.5303 | 0.0370 | 0.3087 | 0.8464 | 0.2526 | 0.2149 | 0.2834 | 0.0000 |
|
| 239 |
+
| completed | DOCNet | HRNet-W32 | ce+aux_ce (native) | 0.2772 | 0.2603 | 0.0000 | 0.6923 | 0.0000 | 0.5262 | 0.6034 | 0.0000 | 0.1738 | 0.8157 | 0.1898 | 0.1209 | 0.2210 | 0.0000 |
|
| 240 |
+
| completed | PyramidMamba | Swin-Base | ce+dice | 0.3703 | 0.3644 | 0.2072 | 0.7570 | 0.1584 | 0.5820 | 0.6182 | 0.0410 | 0.4457 | 0.8554 | 0.2859 | 0.2096 | 0.2897 | 0.0000 |
|
| 241 |
+
| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) | 0.2264 | 0.0874 | 0.0000 | 0.6770 | 0.0000 | 0.4898 | 0.2945 | 0.0016 | 0.0581 | 0.7983 | 0.1796 | 0.1272 | 0.2298 | 0.0000 |
|
| 242 |
+
| completed | MF-Mamba | HRNet-W18 | ce+dice | 0.3039 | 0.2858 | 0.0000 | 0.6708 | 0.0000 | 0.5050 | 0.6674 | 0.0052 | 0.4015 | 0.8303 | 0.1578 | 0.1918 | 0.2349 | 0.0000 |
|
| 243 |
|
| 244 |
#### Remote sensing segmentation with VFM methods
|
| 245 |
|
|
|
|
| 258 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | 0.2242 | 0.1131 | 0.0 | 0.7295 | 0.0 | 0.4984 | 0.201 | 0.0047 | 0.0861 | 0.7436 | 0.2142 | 0.1024 | 0.222 | 0.0 |
|
| 259 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | 0.2288 | 0.0958 | 0.0017 | 0.7499 | 0.0 | 0.4624 | 0.3107 | 0.0161 | 0.0719 | 0.7424 | 0.2096 | 0.1025 | 0.2108 | 0.0 |
|
| 260 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | 0.2326 | 0.0406 | 0.0308 | 0.7612 | 0.0293 | 0.4464 | 0.3085 | 0.0314 | 0.099 | 0.7675 | 0.2151 | 0.0861 | 0.2085 | 0.0 |
|
| 261 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | ce+dice | 0.2903 | 0.2216 | 0.0 | 0.7101 | 0.0 | 0.656 | 0.3378 | 0.0272 | 0.3258 | 0.8101 | 0.2173 | 0.2134 | 0.2545 | 0.0 |
|
| 262 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | focal+dice | 0.2906 | 0.2497 | 0.0 | 0.7281 | 0.0 | 0.5613 | 0.4376 | 0.0134 | 0.3647 | 0.8286 | 0.1996 | 0.135 | 0.2599 | 0.0 |
|
| 263 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | weighted_ce+dice | 0.2933 | 0.1862 | 0.0943 | 0.7681 | 0.0029 | 0.5044 | 0.4416 | 0.0284 | 0.3489 | 0.7837 | 0.2183 | 0.1966 | 0.2391 | 0.0 |
|
| 264 |
| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | 0.3094 | 0.2442 | 0.0 | 0.6983 | 0.0 | 0.5238 | 0.6614 | 0.0597 | 0.3171 | 0.8411 | 0.2016 | 0.1772 | 0.2974 | 0.0 |
|
| 265 |
| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | 0.3035 | 0.3435 | 0.0 | 0.6946 | 0.0 | 0.4638 | 0.5973 | 0.0249 | 0.3706 | 0.7669 | 0.2361 | 0.1646 | 0.2833 | 0.0 |
|
| 266 |
| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | 0.3214 | 0.3047 | 0.0704 | 0.6523 | 0.0775 | 0.3477 | 0.6681 | 0.1588 | 0.3414 | 0.792 | 0.2382 | 0.1579 | 0.2731 | 0.0959 |
|
|
|
|
| 310 |
| completed | MCPNet | ResNet-50 | weighted_ce+dice | 0.3193 | 0.1766 | 0.1451 | 0.6789 | 0.4895 | 0.3776 | 0.3702 | 0.3182 | 0.2658 | 0.371 | 0.0 |
|
| 311 |
| completed | MCPNet | ResNet-50 | focal+dice | 0.3233 | 0.1958 | 0.0 | 0.7028 | 0.6343 | 0.4144 | 0.3116 | 0.324 | 0.241 | 0.4087 | 0.0 |
|
| 312 |
| completed | PPMambaSeg | swsl-ResNet-18 | ce+dice | 0.352 | 0.4223 | 0.0 | 0.6742 | 0.615 | 0.3353 | 0.5307 | 0.2833 | 0.2538 | 0.4057 | 0.0 |
|
| 313 |
+
| completed | PPMambaSeg | swsl-ResNet-18 | weighted_ce+dice | 0.3854 | 0.4859 | 0.1289 | 0.6944 | 0.6466 | 0.3336 | 0.488 | 0.2873 | 0.2228 | 0.4248 | 0.1412 |
|
| 314 |
| running | PPMambaSeg | swsl-ResNet-18 | focal+dice | - | - | - | - | - | - | - | - | - | - | - |
|
| 315 |
|
| 316 |
#### Remote sensing segmentation methods
|
| 317 |
|
| 318 |
+
| status | model | backbone | loss | test_miou_present | Building | Mining raft | Primary Forest | Water bodies | Agricultural crop | Gravel mounds | Type1 regen | Type2 regen | Bare ground | Sluice |
|
| 319 |
+
|:----------|:-------------|:------------|:------------------------|--------------------:|-----------:|--------------:|-----------------:|---------------:|--------------------:|----------------:|--------------:|--------------:|--------------:|---------:|
|
| 320 |
+
| completed | FarSeg | ResNet-50 | ce (native) | 0.3564 | 0.2997 | 0.0000 | 0.6518 | 0.8273 | 0.2050 | 0.4567 | 0.3081 | 0.2718 | 0.5442 | 0.0000 |
|
| 321 |
+
| completed | BANet | ResT-Lite | ce+dice | 0.2926 | 0.2564 | 0.0000 | 0.6911 | 0.5580 | 0.2844 | 0.2729 | 0.2906 | 0.2283 | 0.3438 | 0.0000 |
|
| 322 |
+
| completed | ABCNet | ResNet-18 | ce+dice+aux_ce | 0.3145 | 0.2693 | 0.0000 | 0.6888 | 0.7210 | 0.1826 | 0.3820 | 0.2787 | 0.1956 | 0.4275 | 0.0000 |
|
| 323 |
+
| completed | MANet | ResNet-50 | ce+dice | 0.3711 | 0.5668 | 0.0000 | 0.6559 | 0.7266 | 0.3445 | 0.4509 | 0.2939 | 0.2026 | 0.4702 | 0.0000 |
|
| 324 |
+
| completed | MANet | ResNet-50 | weighted_ce+dice | 0.3828 | 0.4335 | 0.2111 | 0.6439 | 0.7288 | 0.3581 | 0.4761 | 0.2908 | 0.1884 | 0.4531 | 0.0439 |
|
| 325 |
+
| completed | MANet | ResNet-50 | focal+dice | 0.3999 | 0.5481 | 0.1745 | 0.6647 | 0.6926 | 0.4174 | 0.4344 | 0.3047 | 0.2268 | 0.4508 | 0.0848 |
|
| 326 |
+
| completed | UNetFormer | ResNet-18 | ce+dice+aux_ce | 0.3941 | 0.4657 | 0.0000 | 0.7258 | 0.7280 | 0.4635 | 0.5227 | 0.3449 | 0.2183 | 0.4723 | 0.0000 |
|
| 327 |
+
| completed | UNetFormer | ResNet-18 | weighted_ce+dice+aux_ce | 0.3566 | 0.3319 | 0.1946 | 0.6818 | 0.6710 | 0.2865 | 0.4239 | 0.3322 | 0.2116 | 0.4327 | 0.0000 |
|
| 328 |
+
| completed | UNetFormer | ResNet-18 | focal+dice+aux_focal | 0.3765 | 0.4654 | 0.0000 | 0.7371 | 0.6823 | 0.4142 | 0.4740 | 0.3360 | 0.2057 | 0.4500 | 0.0000 |
|
| 329 |
+
| completed | DC-Swin | Swin-Small | ce+dice | 0.2971 | 0.2815 | 0.0000 | 0.6661 | 0.6159 | 0.1668 | 0.3052 | 0.3172 | 0.2400 | 0.3787 | 0.0000 |
|
| 330 |
+
| completed | A2FPN | ResNet-18 | ce+dice | 0.3688 | 0.3453 | 0.0000 | 0.7085 | 0.8334 | 0.2367 | 0.4817 | 0.2882 | 0.2428 | 0.5511 | 0.0000 |
|
| 331 |
+
| completed | A2FPN | ResNet-18 | weighted_ce+dice | 0.3720 | 0.3624 | 0.1482 | 0.7198 | 0.7321 | 0.3032 | 0.4070 | 0.3043 | 0.2122 | 0.4454 | 0.0856 |
|
| 332 |
+
| completed | A2FPN | ResNet-18 | focal+dice | 0.3363 | 0.3992 | 0.0000 | 0.6585 | 0.6340 | 0.2202 | 0.4728 | 0.3150 | 0.2345 | 0.4285 | 0.0000 |
|
| 333 |
+
| completed | LoGCAN | ResNet-50 | ce+aux_ce (native) | 0.3108 | 0.1192 | 0.0000 | 0.7278 | 0.8206 | 0.3220 | 0.0445 | 0.3076 | 0.2489 | 0.5177 | 0.0000 |
|
| 334 |
+
| completed | SACANet | HRNet-W32 | ce+aux_ce (native) | 0.3294 | 0.3360 | 0.0018 | 0.6371 | 0.6209 | 0.4379 | 0.2665 | 0.3319 | 0.2333 | 0.4283 | 0.0000 |
|
| 335 |
+
| completed | FarSeg++ | MiT-B2 | ce (native) | 0.3062 | 0.3413 | 0.1459 | 0.7048 | 0.5551 | 0.1487 | 0.2526 | 0.2895 | 0.2436 | 0.3800 | 0.0000 |
|
| 336 |
+
| completed | DOCNet | HRNet-W32 | ce+aux_ce (native) | 0.3147 | 0.2662 | 0.0732 | 0.6594 | 0.6889 | 0.2644 | 0.2455 | 0.2725 | 0.2254 | 0.4512 | 0.0000 |
|
| 337 |
+
| completed | PyramidMamba | Swin-Base | ce+dice | 0.3985 | 0.6295 | 0.2154 | 0.6818 | 0.6364 | 0.3555 | 0.4653 | 0.3036 | 0.2522 | 0.4457 | 0.0000 |
|
| 338 |
+
| completed | LoGCAN++ | RepViT-M2.3 | ce+aux_ce (native) | 0.2264 | 0.0874 | 0.0000 | 0.6770 | 0.4898 | 0.2945 | 0.0581 | 0.1796 | 0.1272 | 0.2298 | 0.0000 |
|
| 339 |
+
| completed | MF-Mamba | HRNet-W18 | ce+dice | 0.3001 | 0.2849 | 0.0000 | 0.6570 | 0.5295 | 0.2176 | 0.4245 | 0.2855 | 0.2247 | 0.3776 | 0.0000 |
|
| 340 |
|
| 341 |
#### Remote sensing segmentation with VFM methods
|
| 342 |
|
|
|
|
| 355 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | ce+dice | 0.2422 | 0.2552 | 0.0441 | 0.6777 | 0.4286 | 0.0149 | 0.2028 | 0.306 | 0.1635 | 0.3288 | 0.0 |
|
| 356 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | focal+dice | 0.2351 | 0.2074 | 0.0479 | 0.696 | 0.3906 | 0.0482 | 0.1868 | 0.2984 | 0.1556 | 0.3204 | 0.0 |
|
| 357 |
| completed | SAM2.1 | Hiera-B+ (frozen backbone, msfpn) | weighted_ce+dice | 0.2207 | 0.0778 | 0.0403 | 0.685 | 0.3653 | 0.0532 | 0.2506 | 0.2871 | 0.1351 | 0.3102 | 0.0027 |
|
| 358 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | ce+dice | 0.2885 | 0.2944 | 0.0 | 0.6846 | 0.5456 | 0.1633 | 0.2935 | 0.2949 | 0.2355 | 0.3737 | 0.0 |
|
| 359 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | focal+dice | 0.298 | 0.267 | 0.0 | 0.7298 | 0.6004 | 0.1825 | 0.3277 | 0.3039 | 0.1975 | 0.3712 | 0.0 |
|
| 360 |
+
| completed | SAM2.1 | Hiera-B+ (full finetune, msfpn) | weighted_ce+dice | 0.2875 | 0.123 | 0.0774 | 0.7163 | 0.6069 | 0.1829 | 0.2916 | 0.2798 | 0.2168 | 0.3805 | 0.0 |
|
| 361 |
| completed | SESSRS | A2FPN (ce+dice) | t1/t2 search + postprocess | 0.3702 | 0.3508 | 0.0 | 0.7085 | 0.8338 | 0.2368 | 0.489 | 0.2883 | 0.243 | 0.5519 | 0.0 |
|
| 362 |
| completed | SESSRS | A2FPN (focal) | t1/t2 search + postprocess | 0.3374 | 0.4018 | 0.0 | 0.6584 | 0.6353 | 0.2203 | 0.4785 | 0.3156 | 0.2347 | 0.4292 | 0.0 |
|
| 363 |
| completed | SESSRS | A2FPN (weighted) | t1/t2 search + postprocess | 0.3745 | 0.3669 | 0.1513 | 0.7198 | 0.7334 | 0.3035 | 0.4118 | 0.3048 | 0.2127 | 0.4463 | 0.0943 |
|