# Semantic Segmentation on VOC (test) Source: [Semantic Segmentation on VOC (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:00.896Z Evaluation of Semantic Segmentation performance on the test split of the VOC dataset, reporting metrics such as Relative performance (%). 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) | VOC (test) | | Metric | Relative Performance | | 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 - [Relative Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | Relative Performance | Result date | Report paper | | --- | --- | --- | --- | | Fixed Strategy | 46 | Not recorded | 68fa6ed41e209131cea4276d | | Adaptive Annotation Strategy | 46 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 45.6 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 44.9 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 44.3 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 44.3 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 44 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 43.3 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 43.1 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 40.9 | Not recorded | 68fa6ed41e209131cea4276d | | Fixed Strategy | 40.8 | Not recorded | 68fa6ed41e209131cea4276d | ### Fixed Strategy Relative Performance: 46. Result ID: 699062483a6c314849002844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"70%"}. This record does not assert independent reproduction. ### Adaptive Annotation Strategy Relative Performance: 46. Result ID: 699062483a6c314849002849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Strategy":"Adaptive"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 45.6. Result ID: 699062483a6c314849002843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"75%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 44.9. Result ID: 699062483a6c314849002842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"80%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 44.3. Result ID: 699062483a6c31484900283f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"95%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 44.3. Result ID: 699062483a6c314849002841. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"85%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 44. Result ID: 699062483a6c314849002840. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"90%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 43.3. Result ID: 699062483a6c314849002846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"60%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 43.1. Result ID: 699062483a6c314849002845. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"65%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 40.9. Result ID: 699062483a6c314849002847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"55%"}. This record does not assert independent reproduction. ### Fixed Strategy Relative Performance: 40.8. Result ID: 699062483a6c314849002848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Segmentation Split":"50%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.