# Image-to-Video Generation on VBench-I2V (2K resolution)

Source: [Image-to-Video Generation on VBench-I2V (2K resolution)](<https://www.sota2.com/research/sota/image-to-video-generation-on-vbench-i2v-2k-resolution>)

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

Data updated: 2026-05-08T11:04:59.427Z

Evaluation of Image-to-Video generation models using the VBench-I2V dataset specifically configured for 2K resolution inputs, assessing subject consistency, background fidelity, motion smoothness, and aesthetic quality.

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 | Image-to-Video Generation |
| Dataset (including any stated split) | VBench-I2V 2K resolution |
| Metric | Total Score |
| Unit | SCALAR |
| 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

- [Total Score](<https://www.sota2.com/research/sota/image-to-video-generation-on-vbench-i2v-2k-resolution.md?metric=Total%20Score>): Higher is better; unit: SCALAR.

- [Subject Consistency](<https://www.sota2.com/research/sota/image-to-video-generation-on-vbench-i2v-2k-resolution.md?metric=Subject%20Consistency>): Higher is better; unit: PERCENT.

- [Background Fidelity](<https://www.sota2.com/research/sota/image-to-video-generation-on-vbench-i2v-2k-resolution.md?metric=Background%20Fidelity>): Higher is better; unit: PERCENT.

- [Dynamic Degree Score](<https://www.sota2.com/research/sota/image-to-video-generation-on-vbench-i2v-2k-resolution.md?metric=Dynamic%20Degree%20Score>): Higher is better; unit: PERCENT.

- [Aesthetic Quality](<https://www.sota2.com/research/sota/image-to-video-generation-on-vbench-i2v-2k-resolution.md?metric=Aesthetic%20Quality>): Higher is better; unit: PERCENT.

- [Motion Smoothness](<https://www.sota2.com/research/sota/image-to-video-generation-on-vbench-i2v-2k-resolution.md?metric=Motion%20Smoothness>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Total Score | Result date | Report paper |
| --- | --- | --- | --- |
| SwiftI2V | 6.4244 | Not recorded | 69fd6e565497b3b670c896b2 |
| Stream-DiffVSR | 6.424 | Not recorded | 69fd6e565497b3b670c896b2 |
| DiffVSR | 6.4228 | Not recorded | 69fd6e565497b3b670c896b2 |
| Upscale | 6.4173 | Not recorded | 69fd6e565497b3b670c896b2 |
| CineScale | 6.3638 | Not recorded | 69fd6e565497b3b670c896b2 |
| LTX-2 | 6.3579 | Not recorded | 69fd6e565497b3b670c896b2 |

### SwiftI2V

Total Score: 6.4244. Result ID: 69fdc34f47f34ce924e191f2.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e565497b3b670c896b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e565497b3b670c896b2.md>)

[Implementation](<https://github.com/HKUST-LongGroup/SwiftI2V>)

Recorded evaluation configuration: {"Resolution":"2K"}. This record does not assert independent reproduction.

### Stream-DiffVSR

Total Score: 6.424. Result ID: 69fdc34f47f34ce924e191ef.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e565497b3b670c896b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9f6.md>)

Recorded evaluation configuration: {"Resolution":"2K"}. This record does not assert independent reproduction.

### DiffVSR

Total Score: 6.4228. Result ID: 69fdc34f47f34ce924e191ee.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e565497b3b670c896b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775d1e209131cea72be9.md>)

Recorded evaluation configuration: {"Resolution":"2K"}. This record does not assert independent reproduction.

### Upscale

Total Score: 6.4173. Result ID: 69fdc34f47f34ce924e191ed.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e565497b3b670c896b2.md>)

Recorded evaluation configuration: {"Resolution":"2K"}. This record does not assert independent reproduction.

### CineScale

Total Score: 6.3638. Result ID: 69fdc34f47f34ce924e191f1.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e565497b3b670c896b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ad51e209131cea8569b.md>)

Recorded evaluation configuration: {"Resolution":"2K","Evaluation Subset":"random subset"}. This record does not assert independent reproduction.

### LTX-2

Total Score: 6.3579. Result ID: 69fdc34f47f34ce924e191f0.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e565497b3b670c896b2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695de86e53fdd5c361743bb8.md>)

[Implementation](<https://github.com/Lightricks/LTX-2>)

Recorded evaluation configuration: {"Resolution":"2K"}. This record does not assert independent reproduction.

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