# Top-k localization precision and sensitivity on OCT

Source: [Top-k localization precision and sensitivity on OCT](<https://www.sota2.com/research/sota/top-k-localization-precision-and-sensitivity-on-oct>)

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

Data updated: 2026-02-26T06:07:24.447Z

Evaluation of model performance on the OCT dataset focusing on Top-k localization precision and sensitivity metrics.

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 | Top-k localization precision and sensitivity |
| Dataset (including any stated split) | OCT |
| Metric | Top-k Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Top-k Precision](<https://www.sota2.com/research/sota/top-k-localization-precision-and-sensitivity-on-oct.md?metric=Top-k%20Precision>): Higher is better; unit: PERCENT.

- [Del Score](<https://www.sota2.com/research/sota/top-k-localization-precision-and-sensitivity-on-oct.md?metric=Del%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-k Precision | Result date | Report paper |
| --- | --- | --- | --- |
| sparse SoftCAM | 86 | Not recorded | 68fa78b71e209131cea7a00a |
| sparse SoftCAM | 82 | Not recorded | 68fa78b71e209131cea7a00a |
| SoftCAM | 72 | Not recorded | 68fa78b71e209131cea7a00a |
| SoftCAM | 46 | Not recorded | 68fa78b71e209131cea7a00a |
| Guided BP | 23 | Not recorded | 68fa78b71e209131cea7a00a |
| Guided BP | 23 | Not recorded | 68fa78b71e209131cea7a00a |
| Itgd Grad | 20 | Not recorded | 68fa78b71e209131cea7a00a |
| Itgd Grad | 20 | Not recorded | 68fa78b71e209131cea7a00a |
| GradCAM | 14 | Not recorded | 68fa78b71e209131cea7a00a |
| GradCAM | 14 | Not recorded | 68fa78b71e209131cea7a00a |
| ScoreCAM | 8 | Not recorded | 68fa78b71e209131cea7a00a |
| LayerCAM | 8 | Not recorded | 68fa78b71e209131cea7a00a |
| LayerCAM | 8 | Not recorded | 68fa78b71e209131cea7a00a |
| ScoreCAM | 7 | Not recorded | 68fa78b71e209131cea7a00a |

### sparse SoftCAM

Top-k Precision: 86. Result ID: 699cdca55698665ec47d6b42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet","k":30}. This record does not assert independent reproduction.

### sparse SoftCAM

Top-k Precision: 82. Result ID: 699cdca55698665ec47d6b43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

Recorded evaluation configuration: {"Backbone":"VGG","k":30}. This record does not assert independent reproduction.

### SoftCAM

Top-k Precision: 72. Result ID: 699cdca55698665ec47d6b41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

Recorded evaluation configuration: {"Backbone":"VGG","k":30}. This record does not assert independent reproduction.

### SoftCAM

Top-k Precision: 46. Result ID: 699cdca55698665ec47d6b40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet","k":30}. This record does not assert independent reproduction.

### Guided BP

Top-k Precision: 23. Result ID: 699cdca55698665ec47d6b3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61d01e209131ce9f633d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet","k":30}. This record does not assert independent reproduction.

### Guided BP

Top-k Precision: 23. Result ID: 699cdca55698665ec47d6b3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61d01e209131ce9f633d.md>)

Recorded evaluation configuration: {"Backbone":"VGG","k":30}. This record does not assert independent reproduction.

### Itgd Grad

Top-k Precision: 20. Result ID: 699cdca55698665ec47d6b3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

Recorded evaluation configuration: {"Backbone":"ResNet","k":30}. This record does not assert independent reproduction.

### Itgd Grad

Top-k Precision: 20. Result ID: 699cdca55698665ec47d6b3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

Recorded evaluation configuration: {"Backbone":"VGG","k":30}. This record does not assert independent reproduction.

### GradCAM

Top-k Precision: 14. Result ID: 699cdca55698665ec47d6b3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12568.md>)

[Implementation](<https://github.com/ramprs/grad-cam/>)

Recorded evaluation configuration: {"Backbone":"ResNet","k":30}. This record does not assert independent reproduction.

### GradCAM

Top-k Precision: 14. Result ID: 699cdca55698665ec47d6b3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12568.md>)

[Implementation](<https://github.com/ramprs/grad-cam/>)

Recorded evaluation configuration: {"Backbone":"VGG","k":30}. This record does not assert independent reproduction.

### ScoreCAM

Top-k Precision: 8. Result ID: 699cdca55698665ec47d6b37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d45.md>)

[Implementation](<https://github.com/haofanwang/Score-CAM>)

Recorded evaluation configuration: {"Backbone":"VGG","k":30}. This record does not assert independent reproduction.

### LayerCAM

Top-k Precision: 8. Result ID: 699cdca55698665ec47d6b38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet","k":30}. This record does not assert independent reproduction.

### LayerCAM

Top-k Precision: 8. Result ID: 699cdca55698665ec47d6b39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

Recorded evaluation configuration: {"Backbone":"VGG","k":30}. This record does not assert independent reproduction.

### ScoreCAM

Top-k Precision: 7. Result ID: 699cdca55698665ec47d6b36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b71e209131cea7a00a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d45.md>)

[Implementation](<https://github.com/haofanwang/Score-CAM>)

Recorded evaluation configuration: {"Backbone":"ResNet","k":30}. This record does not assert independent reproduction.

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