# Video Scene Identification on VSI-Bench

Source: [Video Scene Identification on VSI-Bench](<https://www.sota2.com/research/sota/video-scene-identification-on-vsi-bench>)

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

Data updated: 2026-03-04T18:46:50.837Z

Evaluation of video scene identification capabilities using the VSI-Bench dataset, measured by 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 | Video Scene Identification |
| Dataset (including any stated split) | VSI-Bench |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/video-scene-identification-on-vsi-bench.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| APPO | 38.2 | Not recorded | 69a5195f2d603e6de3e3c777 |
| APPO | 36.9 | Not recorded | 69a5195f2d603e6de3e3c777 |
| DAPO | 36.7 | Not recorded | 69a5195f2d603e6de3e3c777 |
| DAPO | 36.6 | Not recorded | 69a5195f2d603e6de3e3c777 |
| GRPO | 35.9 | Not recorded | 69a5195f2d603e6de3e3c777 |
| GRPO | 34.8 | Not recorded | 69a5195f2d603e6de3e3c777 |
| SFT | 32.9 | Not recorded | 69a5195f2d603e6de3e3c777 |
| SFT | 31.8 | Not recorded | 69a5195f2d603e6de3e3c777 |
| Base Model | 29.2 | Not recorded | 69a5195f2d603e6de3e3c777 |
| Base Model | 27.8 | Not recorded | 69a5195f2d603e6de3e3c777 |

### APPO

Accuracy: 38.2. Result ID: 69a87e046dbb7075b950bb67.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### APPO

Accuracy: 36.9. Result ID: 69a87e046dbb7075b950bb6c.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### DAPO

Accuracy: 36.7. Result ID: 69a87e046dbb7075b950bb66.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### DAPO

Accuracy: 36.6. Result ID: 69a87e046dbb7075b950bb6b.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a81e209131cea79ac6.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### GRPO

Accuracy: 35.9. Result ID: 69a87e046dbb7075b950bb6a.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### GRPO

Accuracy: 34.8. Result ID: 69a87e046dbb7075b950bb65.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a91e209131cea6e3eb.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### SFT

Accuracy: 32.9. Result ID: 69a87e046dbb7075b950bb64.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### SFT

Accuracy: 31.8. Result ID: 69a87e046dbb7075b950bb69.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### Base Model

Accuracy: 29.2. Result ID: 69a87e046dbb7075b950bb63.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

### Base Model

Accuracy: 27.8. Result ID: 69a87e046dbb7075b950bb68.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195f2d603e6de3e3c777.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B","Resolution":"224x224","Sampling Rate":"1 fps","Max Frames":"60"}. This record does not assert independent reproduction.

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