# Personalized Scanpath Prediction on OSIE

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

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

Data updated: 2026-02-26T06:02:59.013Z

Evaluation of Personalized Scanpath Prediction performance on the OSIE dataset, using metrics such as SM, MM, and SED.

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 | Personalized Scanpath Prediction |
| Dataset (including any stated split) | OSIE |
| Metric | SM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [SM](<https://www.sota2.com/research/sota/personalized-scanpath-prediction-on-osie.md?metric=SM>): Higher is better; unit: PERCENT.

- [MM](<https://www.sota2.com/research/sota/personalized-scanpath-prediction-on-osie.md?metric=MM>): Higher is better; unit: PERCENT.

- [SED](<https://www.sota2.com/research/sota/personalized-scanpath-prediction-on-osie.md?metric=SED>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SM | Result date | Report paper |
| --- | --- | --- | --- |
| ISP-SENet | 37.6 | Not recorded | 68fa77da1e209131cea758ee |
| ISP-SENet | 37.5 | Not recorded | 68fa77da1e209131cea758ee |
| ISP-SENet | 36.8 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP-S | 35.4 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP-S | 35.4 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP-S | 35.4 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP | 34.5 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP | 34 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP-S | 32.9 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP-S | 32.8 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP-S | 32.8 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP | 32.7 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP | 32.2 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP | 31.9 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP | 28.2 | Not recorded | 68fa77da1e209131cea758ee |

### ISP-SENet

SM: 37.6. Result ID: 69956c163badfaffe6607a9f.

[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: {"n-shot":"5"}. This record does not assert independent reproduction.

### ISP-SENet

SM: 37.5. Result ID: 69956c163badfaffe6607aa4.

[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: {"n-shot":"10"}. This record does not assert independent reproduction.

### ISP-SENet

SM: 36.8. Result ID: 69956c163badfaffe6607a9a.

[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: {"n-shot":"1"}. This record does not assert independent reproduction.

### Gazeformer-ISP-S

SM: 35.4. Result ID: 69956c163badfaffe6607a99.

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

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

Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction.

### Gazeformer-ISP-S

SM: 35.4. Result ID: 69956c163badfaffe6607a9e.

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

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

Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction.

### Gazeformer-ISP-S

SM: 35.4. Result ID: 69956c163badfaffe6607aa3.

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

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

Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction.

### Gazeformer-ISP

SM: 34.5. Result ID: 69956c163badfaffe6607aa1.

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

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

Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction.

### Gazeformer-ISP

SM: 34. Result ID: 69956c163badfaffe6607a9c.

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

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

Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction.

### ChenLSTM-ISP-S

SM: 32.9. Result ID: 69956c163badfaffe6607a9d.

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

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

Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction.

### ChenLSTM-ISP-S

SM: 32.8. Result ID: 69956c163badfaffe6607a98.

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

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

Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction.

### ChenLSTM-ISP-S

SM: 32.8. Result ID: 69956c163badfaffe6607aa2.

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

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

Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction.

### Gazeformer-ISP

SM: 32.7. Result ID: 69956c163badfaffe6607a97.

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

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

Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction.

### ChenLSTM-ISP

SM: 32.2. Result ID: 69956c163badfaffe6607aa0.

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

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

Recorded evaluation configuration: {"n-shot":"10"}. This record does not assert independent reproduction.

### ChenLSTM-ISP

SM: 31.9. Result ID: 69956c163badfaffe6607a9b.

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

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

Recorded evaluation configuration: {"n-shot":"5"}. This record does not assert independent reproduction.

### ChenLSTM-ISP

SM: 28.2. Result ID: 69956c163badfaffe6607a96.

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

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

Recorded evaluation configuration: {"n-shot":"1"}. This record does not assert independent reproduction.

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