# Word-level lip reading on LRW-1000

Source: [Word-level lip reading on LRW-1000](<https://www.sota2.com/research/sota/word-level-lip-reading-on-lrw-1000>)

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

Data updated: 2026-02-26T05:27:37.182Z

Evaluation of Word-level lip reading performance on the LRW-1000 dataset, 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 | Word-level lip reading |
| Dataset (including any stated split) | LRW-1000 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/word-level-lip-reading-on-lrw-1000.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PCPG | 33.1 | Not recorded | 68fa67401e209131cea1540c |
| DFTN | 0.4193 | Not recorded | 68fa67391e209131cea15056 |
| Yang19 | 0.3819 | Not recorded | 68fa67391e209131cea15056 |
| Wang19 | 0.3691 | Not recorded | 68fa67391e209131cea15056 |

### PCPG

Accuracy: 33.1. Result ID: 698d27428b517eb4331f6476.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea1540c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67401e209131cea1540c.md>)

Recorded evaluation configuration: {"Protocol":"decoding-based"}. This record does not assert independent reproduction.

### DFTN

Accuracy: 0.4193. Result ID: 698d22dc8b517eb4331f4698.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15056.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15056.md>)

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

### Yang19

Accuracy: 0.3819. Result ID: 698d22dc8b517eb4331f4696.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15056.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65aa1e209131cea0bc01.md>)

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

### Wang19

Accuracy: 0.3691. Result ID: 698d22dc8b517eb4331f4697.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67391e209131cea15056.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66401e209131cea0f345.md>)

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

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