# Semantic Segmentation on COVID-19 1/8 labeled ratio Source: [Semantic Segmentation on COVID-19 1/8 labeled ratio]() Collection index: [llms.txt]() Data updated: 2026-04-10T00:51:49.667Z Evaluation of Semantic Segmentation performance on the COVID-19 dataset subset defined by the 1/8 labeled ratio, reporting class-specific Intersection over Union (IoU) metrics. 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) | COVID-19 1/8 labeled ratio | | Metric | IoU (Background) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [IoU (Background)](): Higher is better; unit: PERCENT. - [IoU (Ground Glass)](): Higher is better; unit: PERCENT. - [IoU (Consolidation)](): Higher is better; unit: PERCENT. - [IoU (Pleural Effusions)](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | IoU (Background) | Result date | Report paper | | --- | --- | --- | --- | | SupMix + SUFD | 96.72 | Not recorded | 69d732957d0172140ec76b62 | | UniMatch | 96.65 | Not recorded | 69d732957d0172140ec76b62 | | Supervised | 96.26 | Not recorded | 69d732957d0172140ec76b62 | | FixMatch | 95.57 | Not recorded | 69d732957d0172140ec76b62 | ### SupMix + SUFD IoU (Background): 96.72. Result ID: 69d8498a47f34ce924c08c83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"labeled ratio":"1/8","number of labeled images":"9"}. This record does not assert independent reproduction. ### UniMatch IoU (Background): 96.65. Result ID: 69d8498a47f34ce924c08c82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"labeled ratio":"1/8","number of labeled images":"9"}. This record does not assert independent reproduction. ### Supervised IoU (Background): 96.26. Result ID: 69d8498a47f34ce924c08c80. [Reporting paper]() Recorded evaluation configuration: {"labeled ratio":"1/8","number of labeled images":"9"}. This record does not assert independent reproduction. ### FixMatch IoU (Background): 95.57. Result ID: 69d8498a47f34ce924c08c81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"labeled ratio":"1/8","number of labeled images":"9"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.