# Articulated Human Pose Estimation on LSP (test) Source: [Articulated Human Pose Estimation on LSP (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:55.366Z Evaluation of Articulated Human Pose Estimation performance on the LSP test set, reporting accuracy metrics segmented by body parts (Torso, Head, Limbs). 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 | Articulated Human Pose Estimation | | Dataset (including any stated split) | LSP (test) | | Metric | Upper Arms Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Upper Arms Accuracy](): Higher is better; unit: PERCENT. - [Torso Accuracy](): Higher is better; unit: PERCENT. - [Head Accuracy](): Higher is better; unit: PERCENT. - [Lower Arms Accuracy](): Higher is better; unit: PERCENT. - [Upper Legs Accuracy](): Higher is better; unit: PERCENT. - [Lower Legs Accuracy](): Higher is better; unit: PERCENT. - [Mean Accuracy](): Higher is better; unit: PERCENT. - [PCP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Upper Arms Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Soft-argmax | 85.8 | Not recorded | 68fa63ba1e209131cea00751 | | Pishchulin et al. | 82.8 | Not recorded | 68fa63ba1e209131cea00751 | | Pishchulin et al. | 82.4 | Not recorded | 68fa625d1e209131ce9f8cc1 | | Deep Consensus Voting | 80.4 | Not recorded | 68fa625d1e209131ce9f8cc1 | | Yang et al. | 78.8 | Not recorded | 68fa63ba1e209131cea00751 | | Chu et al. | 76.5 | Not recorded | 68fa63ba1e209131cea00751 | | Chen & Yuille | 69.7 | Not recorded | 68fa625d1e209131ce9f8cc1 | | Chen and Yuille | 69.7 | Not recorded | 68fa62891e209131ce9f9faa | | IDPR | 69.2 | Not recorded | 68fa619a1e209131ce9f5079 | | Chen and Yuille | 69.2 | Not recorded | 68fa63ba1e209131cea00751 | | Carreira et al. | 66.7 | Not recorded | 68fa625d1e209131ce9f8cc1 | | IEF | 66.7 | Not recorded | 68fa62891e209131ce9f9faa | | Ouyang et al. | 63.3 | Not recorded | 68fa619a1e209131ce9f5079 | | Tompson et al. | 63 | Not recorded | 68fa625d1e209131ce9f8cc1 | | Tompson et al. | 63 | Not recorded | 68fa62891e209131ce9f9faa | | Fan et al. | 62.8 | Not recorded | 68fa625d1e209131ce9f8cc1 | | Fan et al. | 62.8 | Not recorded | 68fa62891e209131ce9f9faa | | Ramakrishna et al. | 62.8 | Not recorded | 68fa63ba1e209131cea00751 | | Ouyang et al. | 61.9 | Not recorded | 68fa63ba1e209131cea00751 | | Pishchulin et al. | 61.8 | Not recorded | 68fa63ba1e209131cea00751 | | Pishchulin et al. | 61.5 | Not recorded | 68fa619a1e209131ce9f5079 | | Eichner & Ferrari | 56.5 | Not recorded | 68fa619a1e209131ce9f5079 | | DeepPose\* | 56 | Not recorded | 68fa619a1e209131ce9f5079 | | Pishchulin et al. | 54.4 | Not recorded | 68fa63ba1e209131cea00751 | | Pishchulin et al. | 54.2 | Not recorded | 68fa619a1e209131ce9f5079 | | Kiefel and Gehler | 54.1 | Not recorded | 68fa63ba1e209131cea00751 | | Yang & Ramanan | 52.5 | Not recorded | 68fa619a1e209131ce9f5079 | | Pishchulin et al. | 45.5 | Not recorded | 68fa62891e209131ce9f9faa | ### Soft-argmax Upper Arms Accuracy: 85.8. Result ID: 698c788137894ef7d9ce9c7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Regression based method"}. This record does not assert independent reproduction. ### Pishchulin et al. Upper Arms Accuracy: 82.8. Result ID: 698c788137894ef7d9ce9c7d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method","citation":"\[33\]"}. This record does not assert independent reproduction. ### Pishchulin et al. Upper Arms Accuracy: 82.4. Result ID: 698c68f537894ef7d9ce306a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep Consensus Voting Upper Arms Accuracy: 80.4. Result ID: 698c68f537894ef7d9ce306b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning samples":"1000"}. This record does not assert independent reproduction. ### Yang et al. Upper Arms Accuracy: 78.8. Result ID: 698c788137894ef7d9ce9c7b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method"}. This record does not assert independent reproduction. ### Chu et al. Upper Arms Accuracy: 76.5. Result ID: 698c788137894ef7d9ce9c7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method"}. This record does not assert independent reproduction. ### Chen & Yuille Upper Arms Accuracy: 69.7. Result ID: 698c68f537894ef7d9ce3068. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Chen and Yuille Upper Arms Accuracy: 69.7. Result ID: 698c6af137894ef7d9ce3d6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"Person-centric PCP"}. This record does not assert independent reproduction. ### IDPR Upper Arms Accuracy: 69.2. Result ID: 698bcd1f7a967eddb77173e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"strict PCP"}. This record does not assert independent reproduction. ### Chen and Yuille Upper Arms Accuracy: 69.2. Result ID: 698c788137894ef7d9ce9c7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method"}. This record does not assert independent reproduction. ### Carreira et al. Upper Arms Accuracy: 66.7. Result ID: 698c68f537894ef7d9ce3067. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IEF Upper Arms Accuracy: 66.7. Result ID: 698c6af137894ef7d9ce3d6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Person-centric PCP"}. This record does not assert independent reproduction. ### Ouyang et al. Upper Arms Accuracy: 63.3. Result ID: 698bcd1f7a967eddb77173eb. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"strict PCP"}. This record does not assert independent reproduction. ### Tompson et al. Upper Arms Accuracy: 63. Result ID: 698c68f537894ef7d9ce3066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tompson et al. Upper Arms Accuracy: 63. Result ID: 698c6af137894ef7d9ce3d6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Person-centric PCP"}. This record does not assert independent reproduction. ### Fan et al. Upper Arms Accuracy: 62.8. Result ID: 698c68f537894ef7d9ce3069. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fan et al. Upper Arms Accuracy: 62.8. Result ID: 698c6af137894ef7d9ce3d6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Person-centric PCP"}. This record does not assert independent reproduction. ### Ramakrishna et al. Upper Arms Accuracy: 62.8. Result ID: 698c788137894ef7d9ce9c77. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method"}. This record does not assert independent reproduction. ### Ouyang et al. Upper Arms Accuracy: 61.9. Result ID: 698c788137894ef7d9ce9c78. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method"}. This record does not assert independent reproduction. ### Pishchulin et al. Upper Arms Accuracy: 61.8. Result ID: 698c788137894ef7d9ce9c79. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method","citation":"\[32\]"}. This record does not assert independent reproduction. ### Pishchulin et al. Upper Arms Accuracy: 61.5. Result ID: 698bcd1f7a967eddb77173ea. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"strict PCP","Reference":"\[16\]"}. This record does not assert independent reproduction. ### Eichner & Ferrari Upper Arms Accuracy: 56.5. Result ID: 698bcd1f7a967eddb77173ee. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"strict PCP"}. This record does not assert independent reproduction. ### DeepPose\* Upper Arms Accuracy: 56. Result ID: 698bcd1f7a967eddb77173ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"strict PCP","Annotations":"Person-Centric","Extra Training Data":"10,000 images"}. This record does not assert independent reproduction. ### Pishchulin et al. Upper Arms Accuracy: 54.4. Result ID: 698c788137894ef7d9ce9c76. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method","citation":"\[31\]"}. This record does not assert independent reproduction. ### Pishchulin et al. Upper Arms Accuracy: 54.2. Result ID: 698bcd1f7a967eddb77173ed. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"strict PCP","Reference":"\[15\]"}. This record does not assert independent reproduction. ### Kiefel and Gehler Upper Arms Accuracy: 54.1. Result ID: 698c788137894ef7d9ce9c75. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Observer-Centric (OC)","Approach":"Detection based method"}. This record does not assert independent reproduction. ### Yang & Ramanan Upper Arms Accuracy: 52.5. Result ID: 698bcd1f7a967eddb77173ef. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"strict PCP"}. This record does not assert independent reproduction. ### Pishchulin et al. Upper Arms Accuracy: 45.5. Result ID: 698c6af137894ef7d9ce3d6b. [Reporting paper]() Recorded evaluation configuration: {"Protocol":"Person-centric PCP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.