# Saliency Map Localization on ILSVRC 2012 (val)

Source: [Saliency Map Localization on ILSVRC 2012 (val)](<https://www.sota2.com/research/sota/saliency-map-localization-on-ilsvrc-2012-val>)

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

Data updated: 2026-02-26T05:59:01.952Z

Evaluation of Saliency Map Localization performance on the validation split of the ILSVRC 2012 dataset, measured using Proportion (%).

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 | Saliency Map Localization |
| Dataset (including any stated split) | ILSVRC 2012 (val) |
| Metric | Proportion |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Proportion](<https://www.sota2.com/research/sota/saliency-map-localization-on-ilsvrc-2012-val.md?metric=Proportion>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Proportion | Result date | Report paper |
| --- | --- | --- | --- |
| ScoreCAM | 63.7 | Not recorded | 68fa675c1e209131cea15d45 |
| Mask | 56.1 | Not recorded | 68fa675c1e209131cea15d45 |
| GradCAM++ | 49.3 | Not recorded | 68fa675c1e209131cea15d45 |
| GradCAM | 48.1 | Not recorded | 68fa675c1e209131cea15d45 |
| Integrated | 44.7 | Not recorded | 68fa675c1e209131cea15d45 |
| Smooth | 42.4 | Not recorded | 68fa675c1e209131cea15d45 |
| Grad | 41.3 | Not recorded | 68fa675c1e209131cea15d45 |
| RISE | 36.3 | Not recorded | 68fa675c1e209131cea15d45 |

### ScoreCAM

Proportion: 63.7. Result ID: 698d308f8b517eb4331fabdf.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Mask

Proportion: 56.1. Result ID: 698d308f8b517eb4331fabdb.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b631e209131cea2df25.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GradCAM++

Proportion: 49.3. Result ID: 698d308f8b517eb4331fabde.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GradCAM

Proportion: 48.1. Result ID: 698d308f8b517eb4331fabdd.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Integrated

Proportion: 44.7. Result ID: 698d308f8b517eb4331fabda.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Smooth

Proportion: 42.4. Result ID: 698d308f8b517eb4331fabd9.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6d2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Grad

Proportion: 41.3. Result ID: 698d308f8b517eb4331fabd8.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa614c1e209131ce9f38a9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RISE

Proportion: 36.3. Result ID: 698d308f8b517eb4331fabdc.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64dc1e209131cea06cb9.md>)

[Implementation](<https://github.com/pytorch/vision>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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