# Video Rate Control on UVG

Source: [Video Rate Control on UVG](<https://www.sota2.com/research/sota/video-rate-control-on-uvg>)

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

Data updated: 2026-02-26T06:01:07.215Z

Evaluation of video rate control performance on the UVG dataset, measured using rate deviation (∆R) and Bjontegaard Delta Rate (BD-Rate).

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 | Rate Control |
| Dataset (including any stated split) | UVG |
| Metric | Rate Deviation (∆R) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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

- [Rate Deviation (∆R)](<https://www.sota2.com/research/sota/video-rate-control-on-uvg.md?metric=Rate%20Deviation%20(%E2%88%86R)>): Lower is better; unit: SCALAR.

- [BD-Rate (%)](<https://www.sota2.com/research/sota/video-rate-control-on-uvg.md?metric=BD-Rate%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Rate Deviation (∆R) | Result date | Report paper |
| --- | --- | --- | --- |
| Reinforced Rate Control Framework | 1.02 | Not recorded | 6979980ca2b28e761d87cba5 |
| Reinforced Rate Control Framework | 1.18 | Not recorded | 6979980ca2b28e761d87cba5 |
| Reinforced Rate Control Framework | 1.3 | Not recorded | 6979980ca2b28e761d87cba5 |
| Reinforced Rate Control Framework | 1.32 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.33 | Not recorded | 6979980ca2b28e761d87cba5 |
| Reinforced Rate Control Framework | 1.4 | Not recorded | 6979980ca2b28e761d87cba5 |
| Reinforced Rate Control Framework | 1.45 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.49 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.64 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.66 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.69 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.73 | Not recorded | 6979980ca2b28e761d87cba5 |
| Reinforced Rate Control Framework | 1.77 | Not recorded | 6979980ca2b28e761d87cba5 |
| Reinforced Rate Control Framework | 1.8 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.81 | Not recorded | 6979980ca2b28e761d87cba5 |
| Chen et al. | 1.85 | Not recorded | 6979980ca2b28e761d87cba5 |
| Zhang et al. | 2.25 | Not recorded | 6979980ca2b28e761d87cba5 |
| Zhang et al. | 2.8 | Not recorded | 6979980ca2b28e761d87cba5 |
| Zhang et al. | 2.82 | Not recorded | 6979980ca2b28e761d87cba5 |

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.02. Result ID: 699a1f245698665ec4a3fc7c.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC-RT"}. This record does not assert independent reproduction.

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.18. Result ID: 699a1f245698665ec4a3fc71.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DCVC-RT"}. This record does not assert independent reproduction.

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.3. Result ID: 699a1f245698665ec4a3fc74.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DVC"}. This record does not assert independent reproduction.

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.32. Result ID: 699a1f245698665ec4a3fc6b.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DVC"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.33. Result ID: 699a1f245698665ec4a3fc7b.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC-RT"}. This record does not assert independent reproduction.

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.4. Result ID: 699a1f245698665ec4a3fc7a.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC-DC"}. This record does not assert independent reproduction.

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.45. Result ID: 699a1f245698665ec4a3fc6f.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DCVC-DC"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.49. Result ID: 699a1f245698665ec4a3fc70.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DCVC-RT"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.64. Result ID: 699a1f245698665ec4a3fc6a.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DVC"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.66. Result ID: 699a1f245698665ec4a3fc6e.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DCVC-DC"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.69. Result ID: 699a1f245698665ec4a3fc79.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC-DC"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.73. Result ID: 699a1f245698665ec4a3fc73.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DVC"}. This record does not assert independent reproduction.

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.77. Result ID: 699a1f245698665ec4a3fc77.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC"}. This record does not assert independent reproduction.

### Reinforced Rate Control Framework

Rate Deviation (∆R): 1.8. Result ID: 699a1f245698665ec4a3fc6d.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DCVC"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.81. Result ID: 699a1f245698665ec4a3fc76.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC"}. This record does not assert independent reproduction.

### Chen et al.

Rate Deviation (∆R): 1.85. Result ID: 699a1f245698665ec4a3fc6c.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"32","Codec":"DCVC"}. This record does not assert independent reproduction.

### Zhang et al.

Rate Deviation (∆R): 2.25. Result ID: 699a1f245698665ec4a3fc78.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC-DC"}. This record does not assert independent reproduction.

### Zhang et al.

Rate Deviation (∆R): 2.8. Result ID: 699a1f245698665ec4a3fc75.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DCVC"}. This record does not assert independent reproduction.

### Zhang et al.

Rate Deviation (∆R): 2.82. Result ID: 699a1f245698665ec4a3fc72.

[Reporting paper](<https://www.sota2.com/research/paper/6979980ca2b28e761d87cba5.md>)

Recorded evaluation configuration: {"GOP":"100","Codec":"DVC"}. This record does not assert independent reproduction.

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