# Semantic Segmentation on PASCAL VOC augmented 2012 (1% labeled) Source: [Semantic Segmentation on PASCAL VOC augmented 2012 (1% labeled)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:17.195Z Evaluation of Semantic Segmentation performance on the 1% labeled subset of the PASCAL VOC augmented 2012 dataset, reporting Mean Intersection over Union (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) | PASCAL VOC augmented 2012 (1% labeled) | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | CompL (DenseCL) | 41.41 | Not recorded | 68fa6da11e209131cea3afe6 | | Semseg Baseline | 38.87 | Not recorded | 68fa6da11e209131cea3afe6 | | DenseCL → Semseg + DenseCL | 36.32 | Not recorded | 68fa6da11e209131cea3afe6 | | CompL (DenseCL) | 36.15 | Not recorded | 68fa6da11e209131cea3afe6 | | DenseCL → Semseg | 34.89 | Not recorded | 68fa6da11e209131cea3afe6 | | Semseg Baseline | 34.87 | Not recorded | 68fa6da11e209131cea3afe6 | | Semseg + DenseCL | 33.51 | Not recorded | 68fa6da11e209131cea3afe6 | | Semseg + MoCo | 32.9 | Not recorded | 68fa6da11e209131cea3afe6 | | MoCo → Semseg | 31.55 | Not recorded | 68fa6da11e209131cea3afe6 | | Semseg | 30.82 | Not recorded | 68fa6da11e209131cea3afe6 | | Semseg + Rot | 28.75 | Not recorded | 68fa6da11e209131cea3afe6 | | Rot → Semseg | 10.35 | Not recorded | 68fa6da11e209131cea3afe6 | ### CompL (DenseCL) mIoU: 41.41. Result ID: 698fc9773a6c314849fbdaea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Joint Training","Auxiliary Task":"DenseCL","Backbone":"ResNet-101"}. This record does not assert independent reproduction. ### Semseg Baseline mIoU: 38.87. Result ID: 698fc9773a6c314849fbdae9. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"Supervised Baseline","Backbone":"ResNet-101"}. This record does not assert independent reproduction. ### DenseCL → Semseg + DenseCL mIoU: 36.32. Result ID: 698fc9773a6c314849fbdae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Transfer + Joint Training (CompL)","Auxiliary Task":"DenseCL","Backbone":"ResNet-26"}. This record does not assert independent reproduction. ### CompL (DenseCL) mIoU: 36.15. Result ID: 698fc9773a6c314849fbdae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Joint Training","Auxiliary Task":"DenseCL","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DenseCL → Semseg mIoU: 34.89. Result ID: 698fc9773a6c314849fbdae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Transfer Learning","Pre-training Task":"DenseCL","Backbone":"ResNet-26"}. This record does not assert independent reproduction. ### Semseg Baseline mIoU: 34.87. Result ID: 698fc9773a6c314849fbdae7. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"Supervised Baseline","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Semseg + DenseCL mIoU: 33.51. Result ID: 698fc9773a6c314849fbdae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Joint Training (CompL)","Auxiliary Task":"DenseCL","Backbone":"ResNet-26"}. This record does not assert independent reproduction. ### Semseg + MoCo mIoU: 32.9. Result ID: 698fc9773a6c314849fbdae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Joint Training (CompL)","Auxiliary Task":"MoCo","Backbone":"ResNet-26"}. This record does not assert independent reproduction. ### MoCo → Semseg mIoU: 31.55. Result ID: 698fc9773a6c314849fbdae1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"Transfer Learning","Pre-training Task":"MoCo","Backbone":"ResNet-26"}. This record does not assert independent reproduction. ### Semseg mIoU: 30.82. Result ID: 698fc9773a6c314849fbdadf. [Reporting paper]() Recorded evaluation configuration: {"Training Strategy":"Supervised Baseline","Backbone":"ResNet-26"}. This record does not assert independent reproduction. ### Semseg + Rot mIoU: 28.75. Result ID: 698fc9773a6c314849fbdae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"Joint Training (CompL)","Auxiliary Task":"Rotation","Backbone":"ResNet-26"}. This record does not assert independent reproduction. ### Rot → Semseg mIoU: 10.35. Result ID: 698fc9773a6c314849fbdae0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"Transfer Learning","Pre-training Task":"Rotation","Backbone":"ResNet-26"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.