# Semantic Segmentation on M4D Dataset 24 (test) Source: [Semantic Segmentation on M4D Dataset 24 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-12T07:43:40.672Z Evaluation of Semantic Segmentation performance on the test split of the M4D Dataset 24, reporting class-specific IoUs (SeaSurface, Oil Spill, Look-alike, Ship, Land) and overall mIoU. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Semantic Segmentation | | Dataset (including any stated split) | M4D Dataset 24 (test) | | Metric | SeaSurface IoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [SeaSurface IoU](): Higher is better; unit: PERCENT. - [Oil Spill IoU](): Higher is better; unit: PERCENT. - [Look-alike IoU](): Higher is better; unit: PERCENT. - [Ship IoU](): Higher is better; unit: PERCENT. - [Land IoU](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | SeaSurface IoU | Result date | Report paper | | --- | --- | --- | --- | | TransOilSeg | 97.02 | Not recorded | 69b24872d030084c22e2f7e4 | | OSDMamba | 96.47 | Not recorded | 69b24872d030084c22e2f7e4 | | Deeplabv3+ | 96.43 | Not recorded | 69b24872d030084c22e2f7e4 | | SAM-OIL | 96.05 | Not recorded | 69b24872d030084c22e2f7e4 | | Deeplabv2 | 95.39 | Not recorded | 69b24872d030084c22e2f7e4 | | OilSAM2 | 95.1 | Not recorded | 69b24872d030084c22e2f7e4 | | LinkNet | 94.99 | Not recorded | 69b24872d030084c22e2f7e4 | | YOLOv8-SAM | 94.34 | Not recorded | 69b24872d030084c22e2f7e4 | | Deeplabv2 | 94.09 | Not recorded | 69b24872d030084c22e2f7e4 | | Unet | 93.9 | Not recorded | 69b24872d030084c22e2f7e4 | | PSPNet | 92.78 | Not recorded | 69b24872d030084c22e2f7e4 | ### TransOilSeg SeaSurface IoU: 97.02. Result ID: 69b26e3e6dbb7075b95cba67. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSDMamba SeaSurface IoU: 96.47. Result ID: 69b26e3e6dbb7075b95cba6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deeplabv3+ SeaSurface IoU: 96.43. Result ID: 69b26e3e6dbb7075b95cba66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM-OIL SeaSurface IoU: 96.05. Result ID: 69b26e3e6dbb7075b95cba69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deeplabv2 SeaSurface IoU: 95.39. Result ID: 69b26e3e6dbb7075b95cba65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Multi-scale":"true"}. This record does not assert independent reproduction. ### OilSAM2 SeaSurface IoU: 95.1. Result ID: 69b26e3e6dbb7075b95cba6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LinkNet SeaSurface IoU: 94.99. Result ID: 69b26e3e6dbb7075b95cba62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### YOLOv8-SAM SeaSurface IoU: 94.34. Result ID: 69b26e3e6dbb7075b95cba68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deeplabv2 SeaSurface IoU: 94.09. Result ID: 69b26e3e6dbb7075b95cba64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Unet SeaSurface IoU: 93.9. Result ID: 69b26e3e6dbb7075b95cba61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSPNet SeaSurface IoU: 92.78. Result ID: 69b26e3e6dbb7075b95cba63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.