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Merge pull request #292 from zhouzi180/master

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Update README.md
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Chao Fan
2025-10-29 10:55:13 +08:00
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@@ -29,7 +29,7 @@ Our team's latest checkpoints for projects such as DeepGaitv2, SkeletonGait, Ske
- **[Mar 2024]** [Chao](https://chaofan996.github.io) gives a talk about 'Progress in Gait Recognition'. The [video](https://event.baai.ac.cn/activities/768) and [slides](https://github.com/ChaoFan996/ChaoFan996.github.io/blob/main/240315-Progress%20in%20Gait%20Recognition.pdf) are both available😊
- **[Mar 2024]** The code of [SkeletonGait++](https://arxiv.org/pdf/2311.13444.pdf) is released [here](opengait/modeling/models/skeletongait%2B%2B.py), and you can refer to [readme](configs/skeletongait) for details.
- **[Mar 2024]** [BigGait](https://openaccess.thecvf.com/content/CVPR2024/papers/Ye_BigGait_Learning_Gait_Representation_You_Want_by_Large_Vision_Models_CVPR_2024_paper.pdf) has been accepted to CVPR2024🎉 Congratulations to [Dingqiang](https://bugjudger.github.io)! This is his FIRST paper!
- [Jan 2024] The code of transfomer-based [SwinGait](https://arxiv.org/pdf/2303.03301.pdf) is available at [here](opengait/modeling/models/swingait.py).
- **[Jan 2024]** The code of transfomer-based [SwinGait](https://arxiv.org/pdf/2303.03301.pdf) is available at [here](opengait/modeling/models/swingait.py).
<!--- [Dec 2023] A new state-of-the-art baseline, i.e., [DeepGaitV2](https://arxiv.org/pdf/2303.03301.pdf), is available at [here](opengait/modeling/models/deepgaitv2.py)! -->
<!-- - [Nov 2023] The first million-level unlabeled gait dataset, i.e., [GaitLU-1M](https://ieeexplore.ieee.org/document/10242019), is released and supported in [datasets/GaitLU-1M](datasets/GaitLU-1M/README.md).
- [Oct 2023] Several representative pose-based methods are supported in [opengait/modeling/models](./opengait/modeling/models). This feature is mainly inherited from [FastPoseGait](https://github.com/BNU-IVC/FastPoseGait). Many thanks to the contributors😊.
@@ -43,13 +43,14 @@ Our team's latest checkpoints for projects such as DeepGaitv2, SkeletonGait, Ske
## Our Works
- [**NeurIPS'25**] BiggerGait: Unlocking Gait Recognition with Layer-wise Representations from Large Vision Models [*Paper*](https://arxiv.org/pdf/2505.18132), and [*BiggerGait Code*](opengait/modeling/models/BiggerGait_DINOv2.py).
- [**MICCAI'25**] Pose as Clinical Prior: Learning Dual Representations for Scoliosis Screening. [*Paper*](https://arxiv.org/abs/2509.00872) and [*Scoliosis1K Dataset*](https://zhouzi180.github.io/Scoliosis1K/).
- [**CVPR'25**] LidarGait++: Learning Local Features and Size Awareness from LiDAR Point Clouds for 3D Gait Recognition. [*Paper*](https://openaccess.thecvf.com/content/CVPR2025/papers/Shen_LidarGait_Learning_Local_Features_and_Size_Awareness_from_LiDAR_Point_CVPR_2025_paper.pdf) and [*LidarGait++ Code*](configs/lidargaitv2/README.md)
- [**TPAMI'25**] OpenGait: A Comprehensive Benchmark Study for Gait Recognition Towards Better Practicality. [*Paper*](https://arxiv.org/pdf/2405.09138). _This extension includes a key update with in-depth insights into emerging trends and challenges of gait recognition in Sec. VII_.
- [**CVPR'25**] On Denoising Walking Videos for Gait Recognition. [*Paper*](https://arxiv.org/pdf/2505.18582) and [*DenoisingGait Code*](opengait/modeling/models/denoisinggait.py)
- [**Chao's Thesis**] Gait Representation Learning and Recognition, [Chinese Original](https://www.researchgate.net/publication/388768605_butaitezhengxuexiyushibiesuanfayanjiu) and [English Translation](https://www.academia.edu/127496287/Gait_Representation_Learning_and_Recognition).
- [**AAAI'25**] Exploring More from Multiple Gait Modalities for Human Identification, [*Paper*](https://arxiv.org/pdf/2412.11495) and [*MultiGait++ Code*](opengait/modeling/models/multigait++.py).
- [**TBIOM'24**] A Comprehensive Survey on Deep Gait Recognition: Algorithms, Datasets, and Challenges, [*Survey Paper*](https://arxiv.org/pdf/2206.13732).
- [**MICCAI'24**] Gait Patterns as Biomarkers: A Video-Based Approach for Classifying Scoliosis, [*Paper*](https://arxiv.org/pdf/2407.05726), [*Dataset*](https://zhouzi180.github.io/Scoliosis1K), and [*ScoNet Code*](opengait/modeling/models/sconet.py).
- [**MICCAI'24**] Gait Patterns as Biomarkers: A Video-Based Approach for Classifying Scoliosis, [*Paper*](https://arxiv.org/pdf/2407.05726), [*Scoliosis1K Dataset*](https://zhouzi180.github.io/Scoliosis1K), and [*ScoNet Code*](opengait/modeling/models/sconet.py).
- [**CVPR'24**] BigGait: Learning Gait Representation You Want by Large Vision Models. [*Paper*](https://arxiv.org/pdf/2402.19122.pdf), and [*BigGait Code*](opengait/modeling/models/BigGait.py).
- [**AAAI'24**] SkeletonGait++: Gait Recognition Using Skeleton Maps. [*Paper*](https://arxiv.org/pdf/2311.13444.pdf), and [*SkeletonGait++ Code*](opengait/modeling/models/skeletongait%2B%2B.py).
- [**AAAI'24**] Cross-Covariate Gait Recognition: A Benchmark. [*Paper*](https://arxiv.org/pdf/2312.14404.pdf), [*CCGR Dataset*](https://github.com/ShinanZou/CCGR), and [*ParsingGait Code*](https://github.com/ShiqiYu/OpenGait/blob/master/opengait/modeling/models/deepgaitv2.py).