# Personalized Scanpath Prediction on COCO-FreeView

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

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

Data updated: 2026-02-26T06:02:59.027Z

Evaluation of Personalized Scanpath Prediction performance on the COCO-FreeView dataset, using metrics 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) | COCO-FreeView |
| Metric | SM |
| Unit | SCALAR |
| 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-coco-freeview.md?metric=SM>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | SM | Result date | Report paper |
| --- | --- | --- | --- |
| ISP-SENet | 0.369 | Not recorded | 68fa77da1e209131cea758ee |
| ISP-SENet | 0.368 | Not recorded | 68fa77da1e209131cea758ee |
| ISP-SENet | 0.367 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP-S | 0.34 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP-S | 0.339 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP-S | 0.338 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP-S | 0.333 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP-S | 0.333 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP-S | 0.333 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP | 0.323 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP | 0.32 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP | 0.317 | Not recorded | 68fa77da1e209131cea758ee |
| ChenLSTM-ISP | 0.287 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP | 0.286 | Not recorded | 68fa77da1e209131cea758ee |
| Gazeformer-ISP | 0.244 | Not recorded | 68fa77da1e209131cea758ee |

### ISP-SENet

SM: 0.369. Result ID: 69956c163badfaffe6607aa9.

[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.

### ISP-SENet

SM: 0.368. Result ID: 69956c163badfaffe6607aae.

[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: 0.367. Result ID: 69956c163badfaffe6607ab3.

[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.

### ChenLSTM-ISP-S

SM: 0.34. Result ID: 69956c163badfaffe6607ab1.

[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-S

SM: 0.339. Result ID: 69956c163badfaffe6607aa7.

[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: 0.338. Result ID: 69956c163badfaffe6607aac.

[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: 0.333. Result ID: 69956c163badfaffe6607aa8.

[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: 0.333. Result ID: 69956c163badfaffe6607aad.

[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: 0.333. Result ID: 69956c163badfaffe6607ab2.

[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: 0.323. Result ID: 69956c163badfaffe6607aaf.

[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: 0.32. Result ID: 69956c163badfaffe6607aaa.

[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

SM: 0.317. Result ID: 69956c163badfaffe6607ab0.

[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: 0.287. Result ID: 69956c163badfaffe6607aa5.

[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

SM: 0.286. Result ID: 69956c163badfaffe6607aab.

[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

SM: 0.244. Result ID: 69956c163badfaffe6607aa6.

[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.

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