# Object Detection on PASCAL VOC 2007 & 2012 (labeled + unlabeled trainval) Source: [Object Detection on PASCAL VOC 2007 & 2012 (labeled + unlabeled trainval)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:51.222Z Evaluation of Object Detection performance on the combined PASCAL VOC 2007 and VOC 2012 training and validation splits, specifically utilizing both labeled and unlabeled data. 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 | Object Detection | | Dataset (including any stated split) | VOC labeled + unlabeled 2007, 2012 (trainval) | | Metric | mAP (IoU=0.5) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [mAP (IoU=0.5)](): Higher is better; unit: PERCENT. - [mAP (IoU=0.5:0.95)](): Higher is better; unit: PERCENT. - [mAP (IoU=0.75)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP (IoU=0.5) | Result date | Report paper | | --- | --- | --- | --- | | Instant-Teaching\* | 79.2 | Not recorded | 68fa698e1e209131cea22992 | | Instant-Teaching | 78.3 | Not recorded | 68fa698e1e209131cea22992 | | ACRST | 78.16 | Not recorded | 68fa6a541e209131cea276c9 | | STAC | 77.45 | Not recorded | 68fa698e1e209131cea22992 | | STAC | 77.45 | Not recorded | 68fa6a541e209131cea276c9 | | Unbiased Teacher | 77.37 | Not recorded | 68fa6a541e209131cea276c9 | | Supervised | 76.7 | Not recorded | 68fa698e1e209131cea22992 | | CSD | 74.7 | Not recorded | 68fa698e1e209131cea22992 | | CSD | 74.7 | Not recorded | 68fa6a541e209131cea276c9 | | Supervised | 72.63 | Not recorded | 68fa6a541e209131cea276c9 | ### Instant-Teaching\* mAP (IoU=0.5): 79.2. Result ID: 698db55e8b517eb433233bcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R50-FPN"}. This record does not assert independent reproduction. ### Instant-Teaching mAP (IoU=0.5): 78.3. Result ID: 698db55e8b517eb433233bca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"R50-FPN"}. This record does not assert independent reproduction. ### ACRST mAP (IoU=0.5): 78.16. Result ID: 698e2a6dffc3901de09b51a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeled":"VOC07","Unlabeled":"VOC12"}. This record does not assert independent reproduction. ### STAC mAP (IoU=0.5): 77.45. Result ID: 698db55e8b517eb433233bc9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"R50-FPN"}. This record does not assert independent reproduction. ### STAC mAP (IoU=0.5): 77.45. Result ID: 698e2a6dffc3901de09b51a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeled":"VOC07","Unlabeled":"VOC12"}. This record does not assert independent reproduction. ### Unbiased Teacher mAP (IoU=0.5): 77.37. Result ID: 698e2a6dffc3901de09b51a3. [Reporting paper]() Recorded evaluation configuration: {"Labeled":"VOC07","Unlabeled":"VOC12"}. This record does not assert independent reproduction. ### Supervised mAP (IoU=0.5): 76.7. Result ID: 698db55e8b517eb433233bc7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R50-FPN"}. This record does not assert independent reproduction. ### CSD mAP (IoU=0.5): 74.7. Result ID: 698db55e8b517eb433233bc8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"R101-R-FCN"}. This record does not assert independent reproduction. ### CSD mAP (IoU=0.5): 74.7. Result ID: 698e2a6dffc3901de09b51a1. [Reporting paper]() Recorded evaluation configuration: {"Labeled":"VOC07","Unlabeled":"VOC12"}. This record does not assert independent reproduction. ### Supervised mAP (IoU=0.5): 72.63. Result ID: 698e2a6dffc3901de09b51a0. [Reporting paper]() Recorded evaluation configuration: {"Labeled":"VOC07","Unlabeled":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.