# Isolated Sign Language Recognition on WLASL 2000 (P-I, P-C) Source: [Isolated Sign Language Recognition on WLASL 2000 (P-I, P-C)]() Collection index: [llms.txt]() Data updated: 2026-06-30T07:16:03.336Z Evaluation of performance for Isolated Sign Language Recognition using the WLASL 2000 dataset, reporting P-I and P-C metrics. 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 | Isolated Sign Language Recognition | | Dataset (including any stated split) | WLASL 2000 | | Metric | P-I | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [P-I](): Higher is better; unit: PERCENT. - [P-C](): Higher is better; unit: PERCENT. ## Recorded results | Method | P-I | Result date | Report paper | | --- | --- | --- | --- | | SignX | 68.29 | Not recorded | 68fa782c1e209131cea76fc0 | | SIGNET | 64.87 | Not recorded | 6a434d5aba73165dbb7436a6 | | Sigma | 64.4 | Not recorded | 68fa782c1e209131cea76fc0 | | Geo-Sign | 63.64 | Not recorded | 6a434d5aba73165dbb7436a6 | | Uni-Sign | 63.52 | Not recorded | 68fa77611e209131cea72d59 | | Uni-Sign | 63.52 | Not recorded | 68fa782c1e209131cea76fc0 | | Uni-Sign | 63.52 | Not recorded | 6a434d5aba73165dbb7436a6 | | Uni-Sign | 63.13 | Not recorded | 68fa77611e209131cea72d59 | | NLA-SLR | 61.05 | Not recorded | 68fa77611e209131cea72d59 | | NLA-SLR | 61.05 | Not recorded | 68fa782c1e209131cea76fc0 | | NLA-SLR | 61.05 | Not recorded | 6a434d5aba73165dbb7436a6 | | SignRep | 61.05 | Not recorded | 6a434d5aba73165dbb7436a6 | | MSLU | 56.29 | Not recorded | 68fa77611e209131cea72d59 | | MSLU | 56.29 | Not recorded | 68fa782c1e209131cea76fc0 | | SignBERT+ | 48.85 | Not recorded | 68fa77611e209131cea72d59 | | SignBERT+ | 48.85 | Not recorded | 68fa782c1e209131cea76fc0 | | BEST | 46.25 | Not recorded | 68fa77611e209131cea72d59 | | BEST | 46.25 | Not recorded | 68fa782c1e209131cea76fc0 | | SignBERT | 39.4 | Not recorded | 68fa77611e209131cea72d59 | | SignBERT | 39.4 | Not recorded | 68fa782c1e209131cea76fc0 | | HMA | 37.91 | Not recorded | 68fa77611e209131cea72d59 | | ST-GCN | 34.4 | Not recorded | 68fa77611e209131cea72d59 | | Uni-Sign | 0.6352 | Not recorded | 68fa77611e209131cea72d59 | | Uni-Sign | 0.6313 | Not recorded | 68fa77611e209131cea72d59 | | NLA-SLR | 0.6105 | Not recorded | 68fa77611e209131cea72d59 | | MSLU | 0.5629 | Not recorded | 68fa77611e209131cea72d59 | | SignBERT+ | 0.4885 | Not recorded | 68fa77611e209131cea72d59 | | BEST | 0.4625 | Not recorded | 68fa77611e209131cea72d59 | | SignBERT | 0.394 | Not recorded | 68fa77611e209131cea72d59 | | ST-GCN | 0.344 | Not recorded | 68fa77611e209131cea72d59 | ### SignX P-I: 68.29. Result ID: 69e5c7a247f34ce924cb46c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SIGNET P-I: 64.87. Result ID: 6a436d18fbc373592c9357b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pose":"true","RGB":"false"}. This record does not assert independent reproduction. ### Sigma P-I: 64.4. Result ID: 69e5c7a247f34ce924cb46c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Geo-Sign P-I: 63.64. Result ID: 6a436d18fbc373592c9357b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pose":"true","RGB":"false"}. This record does not assert independent reproduction. ### Uni-Sign P-I: 63.52. Result ID: 69949a943a6c3148491e5574. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Pose + RGB"}. This record does not assert independent reproduction. ### Uni-Sign P-I: 63.52. Result ID: 69e5c7a247f34ce924cb46c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Uni-Sign P-I: 63.52. Result ID: 6a436d18fbc373592c9357b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pose":"true","RGB":"true"}. This record does not assert independent reproduction. ### Uni-Sign P-I: 63.13. Result ID: 69949a943a6c3148491e5573. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Pose"}. This record does not assert independent reproduction. ### NLA-SLR P-I: 61.05. Result ID: 69949a943a6c3148491e5572. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Pose + RGB"}. This record does not assert independent reproduction. ### NLA-SLR P-I: 61.05. Result ID: 69e5c7a247f34ce924cb46c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLA-SLR P-I: 61.05. Result ID: 6a436d18fbc373592c9357ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pose":"true","RGB":"true"}. This record does not assert independent reproduction. ### SignRep P-I: 61.05. Result ID: 6a436d18fbc373592c9357af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pose":"true","RGB":"false"}. This record does not assert independent reproduction. ### MSLU P-I: 56.29. Result ID: 69949a943a6c3148491e5570. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Pose"}. This record does not assert independent reproduction. ### MSLU P-I: 56.29. Result ID: 69e5c7a247f34ce924cb46c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SignBERT+ P-I: 48.85. Result ID: 69949a943a6c3148491e556f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Pose"}. This record does not assert independent reproduction. ### SignBERT+ P-I: 48.85. Result ID: 69e5c7a247f34ce924cb46c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BEST P-I: 46.25. Result ID: 69949a943a6c3148491e556e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Pose"}. This record does not assert independent reproduction. ### BEST P-I: 46.25. Result ID: 69e5c7a247f34ce924cb46c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SignBERT P-I: 39.4. Result ID: 69949a943a6c3148491e556d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Pose"}. This record does not assert independent reproduction. ### SignBERT P-I: 39.4. Result ID: 69e5c7a247f34ce924cb46c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HMA P-I: 37.91. Result ID: 69949a943a6c3148491e5571. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Pose"}. This record does not assert independent reproduction. ### ST-GCN P-I: 34.4. Result ID: 69949a943a6c3148491e556c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Pose"}. This record does not assert independent reproduction. ### Uni-Sign P-I: 0.6352. Result ID: 69949a943a6c3148491e54ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pose":true,"RGB":true}. This record does not assert independent reproduction. ### Uni-Sign P-I: 0.6313. Result ID: 69949a943a6c3148491e54fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pose":true}. This record does not assert independent reproduction. ### NLA-SLR P-I: 0.6105. Result ID: 69949a943a6c3148491e54fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pose":true}. This record does not assert independent reproduction. ### MSLU P-I: 0.5629. Result ID: 69949a943a6c3148491e54fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pose":true}. This record does not assert independent reproduction. ### SignBERT+ P-I: 0.4885. Result ID: 69949a943a6c3148491e54fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pose":true}. This record does not assert independent reproduction. ### BEST P-I: 0.4625. Result ID: 69949a943a6c3148491e54fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pose":true}. This record does not assert independent reproduction. ### SignBERT P-I: 0.394. Result ID: 69949a943a6c3148491e54f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pose":true}. This record does not assert independent reproduction. ### ST-GCN P-I: 0.344. Result ID: 69949a943a6c3148491e54f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pose":true}. 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