# Visual Question Answering on CV-VQA Near OOD

Source: [Visual Question Answering on CV-VQA Near OOD](<https://www.sota2.com/research/sota/visual-question-answering-on-cv-vqa-near-ood>)

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

Data updated: 2026-02-26T05:30:06.888Z

Evaluation of model performance on the CV-VQA Near OOD dataset for Visual Question Answering, measured using accuracy.

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 | Visual Question Answering |
| Dataset (including any stated split) | CV-VQA Near OOD |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/visual-question-answering-on-cv-vqa-near-ood.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Vanilla FT(LORA) | 69.36 | Not recorded | 68fa75841e209131cea6855b |
| Adam-SPD(LORA) | 68.85 | Not recorded | 68fa75841e209131cea6855b |
| LP-FT(LORA) | 65.93 | Not recorded | 68fa75841e209131cea6855b |
| WiSE-FT(LORA) | 64.55 | Not recorded | 68fa75841e209131cea6855b |
| Linear Prob. | 63.87 | Not recorded | 68fa75841e209131cea6855b |
| Zero-Shot | 44.72 | Not recorded | 68fa75841e209131cea6855b |

### Vanilla FT(LORA)

Accuracy: 69.36. Result ID: 6993cd143a6c31484918a1db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75841e209131cea6855b.md>)

Recorded evaluation configuration: {"Backbone":"PaliGemma-3B","Adaptation Method":"LoRA"}. This record does not assert independent reproduction.

### Adam-SPD(LORA)

Accuracy: 68.85. Result ID: 6993cd143a6c31484918a1df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75841e209131cea6855b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75841e209131cea6855b.md>)

[Implementation](<https://github.com/GT-RIPL/Selective-Projection-Decay.git>)

Recorded evaluation configuration: {"Backbone":"PaliGemma-3B","Adaptation Method":"LoRA"}. This record does not assert independent reproduction.

### LP-FT(LORA)

Accuracy: 65.93. Result ID: 6993cd143a6c31484918a1dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75841e209131cea6855b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bdf1e209131cea30c50.md>)

Recorded evaluation configuration: {"Backbone":"PaliGemma-3B","Adaptation Method":"LoRA"}. This record does not assert independent reproduction.

### WiSE-FT(LORA)

Accuracy: 64.55. Result ID: 6993cd143a6c31484918a1de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75841e209131cea6855b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd31e209131cea3601a.md>)

[Implementation](<https://github.com/mlfoundations/wise-ft>)

Recorded evaluation configuration: {"Backbone":"PaliGemma-3B","Adaptation Method":"LoRA"}. This record does not assert independent reproduction.

### Linear Prob.

Accuracy: 63.87. Result ID: 6993cd143a6c31484918a1dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75841e209131cea6855b.md>)

Recorded evaluation configuration: {"Backbone":"PaliGemma-3B","Adaptation Method":"Linear Probing"}. This record does not assert independent reproduction.

### Zero-Shot

Accuracy: 44.72. Result ID: 6993cd143a6c31484918a1da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75841e209131cea6855b.md>)

Recorded evaluation configuration: {"Backbone":"PaliGemma-3B","Adaptation Method":"Zero-Shot"}. This record does not assert independent reproduction.

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