# Gait Recognition on CASIA-B Source: [Gait Recognition on CASIA-B]() Collection index: [llms.txt]() Data updated: 2026-05-22T08:22:26.583Z Evaluation of Gait Recognition performance on the CASIA-B dataset, reporting results across Normal Walking (NM), Walking with Bag (BG), and Carrying Load (CL) conditions. 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 | Gait Recognition | | Dataset (including any stated split) | CASIA-B | | Metric | Recognition Rate (NM) | | 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 - [Recognition Rate (NM)](): Higher is better; unit: PERCENT. - [Recognition Rate (BG)](): Higher is better; unit: PERCENT. - [Recognition Rate (CL)](): Higher is better; unit: PERCENT. - [Average Recognition Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recognition Rate (NM) | Result date | Report paper | | --- | --- | --- | --- | | BigGait | 100 | Not recorded | 68fa78c91e209131cea7a85f | | DenoisingGait | 100 | Not recorded | 68fa78c91e209131cea7a85f | | GaitBase | 96.5 | Not recorded | 68fa78c91e209131cea7a85f | | GaitBase | 96.5 | Not recorded | 6a0fe32ef984739ed6739f27 | | CAG | 96.4 | Not recorded | 6a0fe32ef984739ed6739f27 | | GaitPart | 96.2 | Not recorded | 68fa78c91e209131cea7a85f | | GaitPart | 96.2 | Not recorded | 6a0fe32ef984739ed6739f27 | | ACLNet | 94.7 | Not recorded | 6976f4eca2b28e761d87c113 | | DeepGaitV2 | 94.3 | Not recorded | 68fa78c91e209131cea7a85f | | DeepGaitV2 | 94.3 | Not recorded | 6a0fe32ef984739ed6739f27 | | GPGait | 93.6 | Not recorded | 6a0fe32ef984739ed6739f27 | | BiFusion | 93 | Not recorded | 68fa78c91e209131cea7a85f | | MSGG | 93 | Not recorded | 6976f4eca2b28e761d87c113 | | BiFusion | 93 | Not recorded | 6a0fe32ef984739ed6739f27 | | CycleGait | 92.8 | Not recorded | 6976f4eca2b28e761d87c113 | | GaitSet | 92.3 | Not recorded | 68fa78c91e209131cea7a85f | | GaitSet | 92.3 | Not recorded | 6a0fe32ef984739ed6739f27 | | Gait-D | 91.6 | Not recorded | 6976f4eca2b28e761d87c113 | | GaitGraph | 87.7 | Not recorded | 6976f4eca2b28e761d87c113 | | DenoisingGait | 83.9 | Not recorded | 68fa78c91e209131cea7a85f | | GaitGraph2 | 82 | Not recorded | 6976f4eca2b28e761d87c113 | | GaitGraph2 | 80.3 | Not recorded | 6a0fe32ef984739ed6739f27 | | BigGait | 77.4 | Not recorded | 68fa78c91e209131cea7a85f | | PoseGait | 68.7 | Not recorded | 6976f4eca2b28e761d87c113 | | GaitBase | 59.1 | Not recorded | 68fa78c91e209131cea7a85f | | GaitSet | 47.4 | Not recorded | 68fa78c91e209131cea7a85f | ### BigGait Recognition Rate (NM): 100. Result ID: 6995a3793badfaffe6a09f0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"RGB","Venue":"CVPR'24"}. This record does not assert independent reproduction. ### DenoisingGait Recognition Rate (NM): 100. Result ID: 6995a3793badfaffe6a09f0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"RGB+Sils","Venue":"Ours"}. This record does not assert independent reproduction. ### GaitBase Recognition Rate (NM): 96.5. Result ID: 6995a3793badfaffe6a09f0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"Sils","Venue":"CVPR'23"}. This record does not assert independent reproduction. ### GaitBase Recognition Rate (NM): 96.5. Result ID: 6a10123dfbc373592c09001b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"Sils","Venue":"CVPR2023"}. This record does not assert independent reproduction. ### CAG Recognition Rate (NM): 96.4. Result ID: 6a10123dfbc373592c09001f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Skeleton","Venue":"TIP2023"}. This record does not assert independent reproduction. ### GaitPart Recognition Rate (NM): 96.2. Result ID: 6995a3793badfaffe6a09f0a. [Reporting paper]() Recorded evaluation configuration: {"Input":"Sils","Venue":"CVPR'20"}. This record does not assert independent reproduction. ### GaitPart Recognition Rate (NM): 96.2. Result ID: 6a10123dfbc373592c09001a. [Reporting paper]() Recorded evaluation configuration: {"Input":"Sils","Venue":"CVPR2019"}. This record does not assert independent reproduction. ### ACLNet Recognition Rate (NM): 94.7. Result ID: 699794a65698665ec4ea30cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepGaitV2 Recognition Rate (NM): 94.3. Result ID: 6995a3793badfaffe6a09f0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Sils","Venue":"Arxiv"}. This record does not assert independent reproduction. ### DeepGaitV2 Recognition Rate (NM): 94.3. Result ID: 6a10123dfbc373592c09001c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Sils","Venue":"TPAMI2025"}. This record does not assert independent reproduction. ### GPGait Recognition Rate (NM): 93.6. Result ID: 6a10123dfbc373592c09001e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Skeleton","Venue":"ICCV2023"}. This record does not assert independent reproduction. ### BiFusion Recognition Rate (NM): 93. Result ID: 6995a3793badfaffe6a09f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Sils+Skeleton","Venue":"MTA'23"}. This record does not assert independent reproduction. ### MSGG Recognition Rate (NM): 93. Result ID: 699794a65698665ec4ea30ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiFusion Recognition Rate (NM): 93. Result ID: 6a10123dfbc373592c090020. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Sils+Skeleton","Venue":"MTA2023"}. This record does not assert independent reproduction. ### CycleGait Recognition Rate (NM): 92.8. Result ID: 699794a65698665ec4ea30cc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GaitSet Recognition Rate (NM): 92.3. Result ID: 6995a3793badfaffe6a09f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Sils","Venue":"TPAMI'22"}. This record does not assert independent reproduction. ### GaitSet Recognition Rate (NM): 92.3. Result ID: 6a10123dfbc373592c090019. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Sils","Venue":"AAAI2019"}. This record does not assert independent reproduction. ### Gait-D Recognition Rate (NM): 91.6. Result ID: 699794a65698665ec4ea30cb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GaitGraph Recognition Rate (NM): 87.7. Result ID: 699794a65698665ec4ea30c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DenoisingGait Recognition Rate (NM): 83.9. Result ID: 6995a3793badfaffe6a09f08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"trained\_on":"CCPG"}. This record does not assert independent reproduction. ### GaitGraph2 Recognition Rate (NM): 82. Result ID: 699794a65698665ec4ea30c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GaitGraph2 Recognition Rate (NM): 80.3. Result ID: 6a10123dfbc373592c09001d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Skeleton","Venue":"CVPRW2022"}. This record does not assert independent reproduction. ### BigGait Recognition Rate (NM): 77.4. Result ID: 6995a3793badfaffe6a09f07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"trained\_on":"CCPG"}. This record does not assert independent reproduction. ### PoseGait Recognition Rate (NM): 68.7. Result ID: 699794a65698665ec4ea30c7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GaitBase Recognition Rate (NM): 59.1. Result ID: 6995a3793badfaffe6a09f06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"trained\_on":"CCPG"}. This record does not assert independent reproduction. ### GaitSet Recognition Rate (NM): 47.4. Result ID: 6995a3793badfaffe6a09f05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"trained\_on":"CCPG"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.