# Scanpath Prediction on OSIE (test)

Source: [Scanpath Prediction on OSIE (test)](<https://www.sota2.com/research/sota/scanpath-prediction-on-osie-test>)

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

Data updated: 2026-02-26T06:03:41.478Z

Evaluation of Scanpath Prediction performance on the test split of the OSIE dataset, assessed using metrics such as Scanpath accuracy (R@1).

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) | OSIE (test) |
| Metric | Scanpath Accuracy (R@1) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Scanpath Accuracy (R@1)](<https://www.sota2.com/research/sota/scanpath-prediction-on-osie-test.md?metric=Scanpath%20Accuracy%20(R%401)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Scanpath Accuracy (R@1) | Result date | Report paper |
| --- | --- | --- | --- |
| ISP-SENet | 22.85 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP | 21.36 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP | 21.14 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP-S | 20.17 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP-S | 18.85 | Not recorded | 68fa77da1e209131cea758ee |

### ISP-SENet

Scanpath Accuracy (R@1): 22.85. Result ID: 69956c163badfaffe6607ad1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77da1e209131cea758ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77da1e209131cea758ee.md>)

[Implementation](<https://github.com/cvlab-stonybrook/few-shot-scanpath>)

Recorded evaluation configuration: {"adaptation":"embedding-based"}. This record does not assert independent reproduction.

### Gazeformer-ISP

Scanpath Accuracy (R@1): 21.36. Result ID: 69956c163badfaffe6607ace.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77da1e209131cea758ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea59506.md>)

Recorded evaluation configuration: {"adaptation":"standard"}. This record does not assert independent reproduction.

### ChenLSTM-ISP

Scanpath Accuracy (R@1): 21.14. Result ID: 69956c163badfaffe6607acd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77da1e209131cea758ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea59506.md>)

Recorded evaluation configuration: {"adaptation":"standard"}. This record does not assert independent reproduction.

### ChenLSTM-ISP-S

Scanpath Accuracy (R@1): 20.17. Result ID: 69956c163badfaffe6607acf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77da1e209131cea758ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea59506.md>)

Recorded evaluation configuration: {"adaptation":"subject-specific"}. This record does not assert independent reproduction.

### Gazeformer-ISP-S

Scanpath Accuracy (R@1): 18.85. Result ID: 69956c163badfaffe6607ad0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77da1e209131cea758ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ee1e209131cea59506.md>)

Recorded evaluation configuration: {"adaptation":"subject-specific"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
