# Semantic Segmentation on PASCAL VOC without background category 2012 Source: [Semantic Segmentation on PASCAL VOC without background category 2012]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:33.794Z Evaluation of standard Semantic Segmentation performance on the PASCAL VOC 2012 dataset, specifically excluding the background category from evaluation. 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 without background category 2012 | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 | | --- | --- | --- | --- | | SCLIP | 80.4 | Not recorded | 68fa77a01e209131cea74770 | | COSMOS w/ SCLIP | 77.7 | Not recorded | 68fa77a01e209131cea74770 | | SILC-C | 77.5 | Not recorded | 68fa77a01e209131cea74770 | | MaskCLIP | 74.9 | Not recorded | 68fa77a01e209131cea74770 | | COSMOS | 53.6 | Not recorded | 68fa77a01e209131cea74770 | | OpenCLIP | 51.3 | Not recorded | 68fa77a01e209131cea74770 | | OpenCLIP | 51.3 | Not recorded | 68fa77a01e209131cea74770 | | CLIP | 49.4 | Not recorded | 68fa77a01e209131cea74770 | | OpenCLIP | 43.8 | Not recorded | 68fa77a01e209131cea74770 | ### SCLIP mIoU: 80.4. Result ID: 699556f33badfaffe647a1fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Size":"400M","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### COSMOS w/ SCLIP mIoU: 77.7. Result ID: 699556f33badfaffe647a200. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Size":"30M","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### SILC-C mIoU: 77.5. Result ID: 699556f33badfaffe647a1ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Size":"10B","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### MaskCLIP mIoU: 74.9. Result ID: 699556f33badfaffe647a1fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Size":"400M","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### COSMOS mIoU: 53.6. Result ID: 699556f33badfaffe647a1fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Size":"30M","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### OpenCLIP mIoU: 51.3. Result ID: 699556f33badfaffe647a1f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Size":"1B","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### OpenCLIP mIoU: 51.3. Result ID: 699556f33badfaffe647a1fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Size":"2B","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### CLIP mIoU: 49.4. Result ID: 699556f33badfaffe647a1fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Size":"400M","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. ### OpenCLIP mIoU: 43.8. Result ID: 699556f33badfaffe647a1f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Size":"400M","Zero-shot":true,"Vision Encoder Architecture":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.