Gait Recognition

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

9 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

2 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 68 papers with code (220 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• GaitPart: Temporal Part-Based Model for Gait Recognition
  1 Jun 2020 5 repositories listed
  Gait recognition, applied to identify individual walking patterns in a long-distance, is one of the most promising video-based biometric technologies.
• KeyPoint Relative Position Encoding for Face Recognition
  21 Mar 2024 3 repositories listed
  By anchoring the significance of pixels around keypoints, the model can more effectively retain spatial relationships, even when those relationships are disrupted by affine transformations.
• GaitSet: Regarding Gait as a Set for Cross-View Gait Recognition
  15 Nov 2018 3 repositories listed
  In this paper we present a novel perspective, where a gait is regarded as a set consisting of independent frames.
• Open-Set Biometrics: Beyond Good Closed-Set Models
  23 Jul 2024 2 repositories listed
  Biometric recognition has primarily addressed closed-set identification, assuming all probe subjects are in the gallery.
• BigGait: Learning Gait Representation You Want by Large Vision Models
  29 Feb 2024 2 repositories listed
  Gait recognition stands as one of the most pivotal remote identification technologies and progressively expands across research and industry communities.
• GPGait: Generalized Pose-based Gait Recognition
  9 Mar 2023 2 repositories listed
  Recent works on pose-based gait recognition have demonstrated the potential of using such simple information to achieve results comparable to silhouette-based methods.
• An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing Conditions
  1 Jan 2023 2 repositories listed
  For the cloth-changing problem, video-based ReID is rarely studied due to the lack of a suitable cloth-changing benchmark, and gait recognition is often researched under controlled conditions.
• OpenGait: Revisiting Gait Recognition Toward Better Practicality
  12 Nov 2022 2 repositories listed
  To this end, we first develop a flexible and efficient gait recognition codebase named OpenGait.
• GaitGL: Learning Discriminative Global-Local Feature Representations for Gait Recognition
  2 Aug 2022 2 repositories listed
  GFR extractor aims to extract contextual information, e.
• Towards a Deeper Understanding of Skeleton-based Gait Recognition
  16 Apr 2022 2 repositories listed
  Gait recognition is a promising biometric with unique properties for identifying individuals from a long distance by their walking patterns.
• GaitGraph: Graph Convolutional Network for Skeleton-Based Gait Recognition
  27 Jan 2021 2 repositories listed
  However, silhouette images can lose fine-grained spatial information, and most papers do not regard how to obtain these silhouettes in complex scenes.
• Human Gait Database for Normal Walk Collected by Smartphone Accelerometer
  4 May 2019 2 repositories listed
  Gait recognition is the characterization of unique biometric patterns associated with each individual which can be utilized to identify a person without direct contact.
• On Denoising Walking Videos for Gait Recognition
  24 May 2025 1 repository listed
  Building on this trend, we propose DenoisingGait, a novel gait denoising method.
• H-MoRe: Learning Human-centric Motion Representation for Action Analysis
  14 Apr 2025 1 repository listed
  In this paper, we propose H-MoRe, a novel pipeline for learning precise human-centric motion representation.
• Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds
  10 Mar 2025 1 repository listed
  In this work, we tackle the challenging problem of Open-set Gait Recognition (OSGR) from sparse mmWave radar point clouds.
• UNB StepUP: A footStep database for gait analysis and recognition using Underfoot Pressure
  24 Feb 2025 1 repository listed
  Gait refers to the patterns of limb movement generated during walking, which are unique to each individual due to both physical and behavioural traits.
• MimicGait: A Model Agnostic approach for Occluded Gait Recognition using Correlational Knowledge Distillation
  26 Jan 2025 1 repository listed
  Gait recognition is an important biometric technique over large distances.
• It Takes Two: Accurate Gait Recognition in the Wild via Cross-granularity Alignment
  16 Nov 2024 1 repository listed
  In particular, the GCM aims to enhance the quality of parsing features by leveraging global features from silhouettes, while the PCM aligns the dynamics of human parts between silhouette and parsing features using the…
• GLGait: A Global-Local Temporal Receptive Field Network for Gait Recognition in the Wild
  13 Aug 2024 1 repository listed
  Recently, some Convolution Neural Networks (ConvNets) based methods have been proposed to address the issue of gait recognition in the wild.
• OpenGait: A Comprehensive Benchmark Study for Gait Recognition towards Better Practicality
  15 May 2024 1 repository listed
  To this end, we first develop OpenGait, a flexible and efficient gait recognition platform.
• GaitSTR: Gait Recognition with Sequential Two-stream Refinement
  2 Apr 2024 1 repository listed
  We demonstrate that with refined skeletons, the performance of the gait recognition model can achieve further improvement on public gait recognition datasets compared with state-of-the-art methods without extra…
• QAGait: Revisit Gait Recognition from a Quality Perspective
  24 Jan 2024 1 repository listed Syntology ran 6 of 8 samples · 2 unverified · 8 pointer-only (licence)
  Gait recognition is a promising biometric method that aims to identify pedestrians from their unique walking patterns.
• HybridGait: A Benchmark for Spatial-Temporal Cloth-Changing Gait Recognition with Hybrid Explorations
  30 Dec 2023 1 repository listed
  Existing gait recognition benchmarks mostly include minor clothing variations in the laboratory environments, but lack persistent changes in appearance over time and space.
• STRIDE: Single-video based Temporally Continuous Occlusion-Robust 3D Pose Estimation
  24 Dec 2023 1 repository listed
  This challenge arises because these models struggle to generalize beyond their training datasets, and the variety of occlusions is hard to capture in the training data.
• A Multi-Stage Adaptive Feature Fusion Neural Network for Multimodal Gait Recognition
  22 Dec 2023 1 repository listed
  In this paper, by considering the temporal and spatial characteristics of gait data, we propose a multi-stage feature fusion strategy (MSFFS), which performs multimodal fusions at different stages in the feature…
• Cross-Covariate Gait Recognition: A Benchmark
  22 Dec 2023 1 repository listed Syntology ran 9 of 9 samples · 0 unverified · 9 pointer-only (licence)
  Compared to existing datasets, CCGR has both population and individual-level diversity.
• SkeletonGait: Gait Recognition Using Skeleton Maps
  22 Nov 2023 1 repository listed
  In this paper, we introduce a novel skeletal gait representation named skeleton map, together with SkeletonGait, a skeleton-based method to exploit structural information from human skeleton maps.
• POISE: Pose Guided Human Silhouette Extraction under Occlusions
  9 Nov 2023 1 repository listed
  Human silhouette extraction is a fundamental task in computer vision with applications in various downstream tasks.
• FastPoseGait: A Toolbox and Benchmark for Efficient Pose-based Gait Recognition
  2 Sep 2023 1 repository listed
  Our toolbox supports a set of cutting-edge pose-based gait recognition algorithms and a variety of related benchmarks.
• Parsing is All You Need for Accurate Gait Recognition in the Wild
  31 Aug 2023 1 repository listed
  Furthermore, due to the lack of suitable datasets, we build the first parsing-based dataset for gait recognition in the wild, named Gait3D-Parsing, by extending the large-scale and challenging Gait3D dataset.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.