# Object Detection on PASCAL VOC 2007 (val) with Certified Recall Metrics

Source: [Object Detection on PASCAL VOC 2007 (val) with Certified Recall Metrics](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-val-with-certified-recall-metrics>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:58:49.599Z

Evaluation of Object Detection performance on the validation split of the PASCAL VOC 2007 dataset, reporting standard Average Precision (AP) alongside precision metrics derived from Certified Recall thresholds.

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) | PASCAL VOC 2007 (val) |
| Metric | Precision @ 25% CR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Precision @ 25% CR](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-val-with-certified-recall-metrics.md?metric=Precision%20%40%2025%25%20CR>): Higher is better; unit: PERCENT.

- [Precision @ 50% CR](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-val-with-certified-recall-metrics.md?metric=Precision%20%40%2050%25%20CR>): Higher is better; unit: PERCENT.

- [Precision @ 75% CR](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-val-with-certified-recall-metrics.md?metric=Precision%20%40%2075%25%20CR>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-val-with-certified-recall-metrics.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision @ 25% CR | Result date | Report paper |
| --- | --- | --- | --- |
| PatchDEMUX (Location-aware) | 90.591 | Not recorded | 68fa79031e209131cea7bab2 |
| PatchDEMUX (Certified robust) | 90.52 | Not recorded | 68fa79031e209131cea7bab2 |

### PatchDEMUX (Location-aware)

Precision @ 25% CR: 90.591. Result ID: 6995b7233badfaffe6b7e010.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79031e209131cea7bab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79031e209131cea7bab2.md>)

[Implementation](<https://github.com/inspire-group/PatchDEMUX>)

Recorded evaluation configuration: {"Architecture":"ViT","Certification Mode":"Location-aware","Patch Attack Area":"at most 2%","Computational Budget":"6x6 masks"}. This record does not assert independent reproduction.

### PatchDEMUX (Certified robust)

Precision @ 25% CR: 90.52. Result ID: 6995b7233badfaffe6b7e00f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79031e209131cea7bab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79031e209131cea7bab2.md>)

[Implementation](<https://github.com/inspire-group/PatchDEMUX>)

Recorded evaluation configuration: {"Architecture":"ViT","Certification Mode":"Certified robust","Patch Attack Area":"at most 2%","Computational Budget":"6x6 masks"}. This record does not assert independent reproduction.

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