# Saliency Prediction on COCO-Freeview (holdout)

Source: [Saliency Prediction on COCO-Freeview (holdout)](<https://www.sota2.com/research/sota/saliency-prediction-on-coco-freeview-holdout>)

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

Data updated: 2026-07-03T07:49:30.182Z

Evaluation of Saliency Prediction performance on the holdout split of the COCO-Freeview dataset, reporting metrics such as IG and AUC.

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 Prediction |
| Dataset (including any stated split) | COCO-Freeview (holdout) |
| Metric | IG Score |
| Unit | SCALAR |
| 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

- [IG Score](<https://www.sota2.com/research/sota/saliency-prediction-on-coco-freeview-holdout.md?metric=IG%20Score>): Higher is better; unit: SCALAR.

- [AUC](<https://www.sota2.com/research/sota/saliency-prediction-on-coco-freeview-holdout.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IG Score | Result date | Report paper |
| --- | --- | --- | --- |
| DeepGaze3.5-VL | 2.19 | Not recorded | 6a4741fa143ebdcacacc5b19 |
| DeepGaze3.5-VL | 2.15 | Not recorded | 6a4741fa143ebdcacacc5b19 |
| DeepGaze3.5-VL | 1.79 | Not recorded | 6a4741fa143ebdcacacc5b19 |
| DeepGaze III - 6B | 1.69 | Not recorded | 6a4741fa143ebdcacacc5b19 |
| TPPGaze | 1.41 | Not recorded | 6a4741fa143ebdcacacc5b19 |
| HAT | 1.39 | Not recorded | 6a4741fa143ebdcacacc5b19 |
| new IOC estimate | 1.14 | Not recorded | 69facb1cc0f56ed84308a455 |
| DeepGaze MSDB | 1.07 | Not recorded | 69facb1cc0f56ed84308a455 |
| old IOC estimate | 0.87 | Not recorded | 69facb1cc0f56ed84308a455 |
| Center Bias | 0 | Not recorded | 6a4741fa143ebdcacacc5b19 |

### DeepGaze3.5-VL

IG Score: 2.19. Result ID: 6a47698860b88bb339932bfa.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

Recorded evaluation configuration: {"Training Protocol":"Combined"}. This record does not assert independent reproduction.

### DeepGaze3.5-VL

IG Score: 2.15. Result ID: 6a47698860b88bb339932bf9.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

Recorded evaluation configuration: {"Training Protocol":"IID-Only"}. This record does not assert independent reproduction.

### DeepGaze3.5-VL

IG Score: 1.79. Result ID: 6a47698860b88bb339932bf8.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

Recorded evaluation configuration: {"Training Protocol":"LODO"}. This record does not assert independent reproduction.

### DeepGaze III - 6B

IG Score: 1.69. Result ID: 6a47698860b88bb339932bf7.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

Recorded evaluation configuration: {"Backbone":"InternViT-6B"}. This record does not assert independent reproduction.

### TPPGaze

IG Score: 1.41. Result ID: 6a47698860b88bb339932bf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757c1e209131cea684bd.md>)

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

### HAT

IG Score: 1.39. Result ID: 6a47698860b88bb339932bf6.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

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

### new IOC estimate

IG Score: 1.14. Result ID: 69fb020247f34ce924de0e5e.

[Reporting paper](<https://www.sota2.com/research/paper/69facb1cc0f56ed84308a455.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69facb1cc0f56ed84308a455.md>)

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

### DeepGaze MSDB

IG Score: 1.07. Result ID: 69fb020247f34ce924de0e5c.

[Reporting paper](<https://www.sota2.com/research/paper/69facb1cc0f56ed84308a455.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5ab.md>)

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

### old IOC estimate

IG Score: 0.87. Result ID: 69fb020247f34ce924de0e5d.

[Reporting paper](<https://www.sota2.com/research/paper/69facb1cc0f56ed84308a455.md>)

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

### Center Bias

IG Score: 0. Result ID: 6a47698860b88bb339932bf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a4741fa143ebdcacacc5b19.md>)

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

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