# Object Detection on VOC (Efficiency/Robustness Metrics)

Source: [Object Detection on VOC (Efficiency/Robustness Metrics)](<https://www.sota2.com/research/sota/object-detection-on-voc-efficiency-robustness-metrics>)

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

Data updated: 2026-02-26T05:45:09.374Z

Evaluation of Object Detection performance on the PASCAL VOC dataset, specifically reporting failure rate and cost ratio.

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 |
| Metric | Failure Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Failure Rate](<https://www.sota2.com/research/sota/object-detection-on-voc-efficiency-robustness-metrics.md?metric=Failure%20Rate>): Lower is better; unit: PERCENT.

- [Cost Ratio](<https://www.sota2.com/research/sota/object-detection-on-voc-efficiency-robustness-metrics.md?metric=Cost%20Ratio>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Failure Rate | Result date | Report paper |
| --- | --- | --- | --- |
| LOC | 0 | Not recorded | 68fa6d911e209131cea3ab39 |
| LOC | 0 | Not recorded | 68fa6d911e209131cea3ab39 |
| Power Law Regression | 0.06 | Not recorded | 68fa6d911e209131cea3ab39 |
| Power Law Regression | 0.08 | Not recorded | 68fa6d911e209131cea3ab39 |
| LOC | 0.25 | Not recorded | 68fa6d911e209131cea3ab39 |
| Power Law Regression | 0.36 | Not recorded | 68fa6d911e209131cea3ab39 |

### LOC

Failure Rate: 0. Result ID: 698fc1653a6c314849fba0f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

[Implementation](<https://nv-tlabs.github.io/LearnOptimizeCollect/>)

Recorded evaluation configuration: {"T":3}. This record does not assert independent reproduction.

### LOC

Failure Rate: 0. Result ID: 698fc1653a6c314849fba0f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

[Implementation](<https://nv-tlabs.github.io/LearnOptimizeCollect/>)

Recorded evaluation configuration: {"T":5}. This record does not assert independent reproduction.

### Power Law Regression

Failure Rate: 0.06. Result ID: 698fc1653a6c314849fba0f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

Recorded evaluation configuration: {"T":5}. This record does not assert independent reproduction.

### Power Law Regression

Failure Rate: 0.08. Result ID: 698fc1653a6c314849fba0f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

Recorded evaluation configuration: {"T":3}. This record does not assert independent reproduction.

### LOC

Failure Rate: 0.25. Result ID: 698fc1653a6c314849fba0f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

[Implementation](<https://nv-tlabs.github.io/LearnOptimizeCollect/>)

Recorded evaluation configuration: {"T":1}. This record does not assert independent reproduction.

### Power Law Regression

Failure Rate: 0.36. Result ID: 698fc1653a6c314849fba0ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab39.md>)

Recorded evaluation configuration: {"T":1}. This record does not assert independent reproduction.

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