# Scanpath Prediction on Visual Search Dataset Clean Inputs

Source: [Scanpath Prediction on Visual Search Dataset Clean Inputs](<https://www.sota2.com/research/sota/scanpath-prediction-on-visual-search-dataset-clean-inputs>)

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

Data updated: 2026-04-13T07:59:44.603Z

Evaluation of Scanpath Prediction performance using the Visual Search Dataset Clean Inputs, measured by BBox hit 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 | Scanpath Prediction |
| Dataset (including any stated split) | Visual Search Dataset Clean Inputs |
| Metric | BBox Hit Ratio |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [BBox Hit Ratio](<https://www.sota2.com/research/sota/scanpath-prediction-on-visual-search-dataset-clean-inputs.md?metric=BBox%20Hit%20Ratio>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BBox Hit Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| Clean Model | 86.6 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 83.5 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 82.2 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 82 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 81.5 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 81 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 80.9 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 79.7 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 79.6 | Not recorded | 69dc78947d0172140ec78b53 |
| Input-aware spatial attack | 78.8 | Not recorded | 69dc78947d0172140ec78b53 |

### Clean Model

BBox Hit Ratio: 86.6. Result ID: 69dca25c47f34ce924c369c2.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger":"None"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 83.5. Result ID: 69dca25c47f34ce924c369c3.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Vision","Poisoning ratio":"10%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 82.2. Result ID: 69dca25c47f34ce924c369c7.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Language","Poisoning ratio":"5%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 82. Result ID: 69dca25c47f34ce924c369c9.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Vision–Language","Poisoning ratio":"10%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 81.5. Result ID: 69dca25c47f34ce924c369c8.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Language","Poisoning ratio":"2.5%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 81. Result ID: 69dca25c47f34ce924c369c6.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Language","Poisoning ratio":"10%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 80.9. Result ID: 69dca25c47f34ce924c369ca.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Vision–Language","Poisoning ratio":"5%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 79.7. Result ID: 69dca25c47f34ce924c369cb.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Vision–Language","Poisoning ratio":"2.5%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 79.6. Result ID: 69dca25c47f34ce924c369c4.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Vision","Poisoning ratio":"5%"}. This record does not assert independent reproduction.

### Input-aware spatial attack

BBox Hit Ratio: 78.8. Result ID: 69dca25c47f34ce924c369c5.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78947d0172140ec78b53.md>)

Recorded evaluation configuration: {"Trigger modality":"Vision","Poisoning ratio":"2.5%"}. This record does not assert independent reproduction.

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