# Classification on ImageNet (Failure Rate and Cost Ratio)

Source: [Classification on ImageNet (Failure Rate and Cost Ratio)](<https://www.sota2.com/research/sota/classification-on-imagenet-failure-rate-and-cost-ratio>)

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

Data updated: 2026-02-26T05:45:09.342Z

Evaluation of Image Classification performance on the standard ImageNet dataset, focusing on operational metrics like 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 | Classification |
| Dataset (including any stated split) | ImageNet |
| 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/classification-on-imagenet-failure-rate-and-cost-ratio.md?metric=Failure%20Rate>): Lower is better; unit: PERCENT.

- [Cost Ratio](<https://www.sota2.com/research/sota/classification-on-imagenet-failure-rate-and-cost-ratio.md?metric=Cost%20Ratio>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Failure Rate | Result date | Report paper |
| --- | --- | --- | --- |
| LOC | 2 | Not recorded | 68fa6d911e209131cea3ab39 |
| LOC | 5 | Not recorded | 68fa6d911e209131cea3ab39 |
| LOC | 37 | Not recorded | 68fa6d911e209131cea3ab39 |
| Power Law Regression | 56 | Not recorded | 68fa6d911e209131cea3ab39 |
| Power Law Regression | 75 | Not recorded | 68fa6d911e209131cea3ab39 |
| Power Law Regression | 99 | Not recorded | 68fa6d911e209131cea3ab39 |

### LOC

Failure Rate: 2. Result ID: 698fc1653a6c314849fba0e2.

[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.

### LOC

Failure Rate: 5. Result ID: 698fc1653a6c314849fba0e1.

[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: 37. Result ID: 698fc1653a6c314849fba0e0.

[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: 56. Result ID: 698fc1653a6c314849fba0df.

[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: 75. Result ID: 698fc1653a6c314849fba0de.

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

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

### Power Law Regression

Failure Rate: 99. Result ID: 698fc1653a6c314849fba0dd.

[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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