{"id":19137479,"url":"https://github.com/dsaurus/deepmulticap","last_synced_at":"2025-05-06T20:13:37.233Z","repository":{"id":47120071,"uuid":"455426362","full_name":"DSaurus/DeepMultiCap","owner":"DSaurus","description":"This repository is the official implementation of DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Cameras.","archived":false,"fork":false,"pushed_at":"2024-03-02T13:44:35.000Z","size":14952,"stargazers_count":71,"open_issues_count":12,"forks_count":9,"subscribers_count":5,"default_branch":"main","last_synced_at":"2025-04-19T14:57:45.504Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/DSaurus.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-02-04T04:56:48.000Z","updated_at":"2025-03-25T09:44:10.000Z","dependencies_parsed_at":"2024-11-09T06:48:56.716Z","dependency_job_id":null,"html_url":"https://github.com/DSaurus/DeepMultiCap","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DSaurus%2FDeepMultiCap","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DSaurus%2FDeepMultiCap/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DSaurus%2FDeepMultiCap/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DSaurus%2FDeepMultiCap/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DSaurus","download_url":"https://codeload.github.com/DSaurus/DeepMultiCap/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252761250,"owners_count":21800127,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-09T06:38:32.351Z","updated_at":"2025-05-06T20:13:37.196Z","avatar_url":"https://github.com/DSaurus.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# [DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Cameras (ICCV 2021)](http://www.liuyebin.com/dmc/dmc.html)\n[Yang Zheng*](https://y-zheng18.github.io/zy.github.io/), Ruizhi Shao*, [Yuxiang Zhang](https://zhangyux15.github.io/), [Tao Yu](http://ytrock.com/), [Zerong Zheng](http://zhengzerong.github.io/), [Qionghai Dai](http://media.au.tsinghua.edu.cn/english/team/qhdai.html), [Yebin Liu](http://www.liuyebin.com/).\n\n[![report](https://img.shields.io/badge/arxiv-report-red)](https://arxiv.org/abs/2105.00261)\n\nThis repository contains the official pytorch implementation of ”*DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Cameras*“.\n\n![Teaser Image](assets/teaser.jpg)\n\n### News\n* **[2021/9/26]** We added more scans to [MultiHuman dataset](https://github.com/y-zheng18/MultiHuman-Dataset). You can use MultiHuman to train/fine-tune our model or your own models!\n* **[2021/9/18]** [MultiHuman dataset](https://github.com/y-zheng18/MultiHuman-Dataset) for evaluation purpose is available!\n\n## Requirements\n- [PyTorch](https://pytorch.org/)\n- torchvision\n- trimesh\n- numpy\n- matplotlib\n- PIL\n- skimage\n- tqdm\n- cv2\n- json\n- taichi==0.6.39 or 0.7.15\n- taichi_three\n- taichi_glsl==0.0.10\n\n## Pretrained Model\nWe have provided pretrained model in [One Drive](https://mailstsinghuaeducn-my.sharepoint.com/:u:/g/personal/shaorz20_mails_tsinghua_edu_cn/EdVJtlpRplRHvGzQENV8ESQB4E_0ZY3B9l76XHuEowj1YA?e=MZqUxM)\n\n\n## Training\nTo train DeepMultiCap model, please run the following code.\n```\nsh render_dataset.sh\nsh train.sh\n```\n\n## Demo\nRun the following code to inference on the MultiHuman dataset.\n```\nsh render_two.sh\nsh demo.sh\n```\n\n## Citation\n```\n@inproceedings{zheng2021deepmulticap,\ntitle={DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Cameras},\nauthor={Zheng, Yang and Shao, Ruizhi and Zhang, Yuxiang and Yu, Tao and Zheng, Zerong and Dai, Qionghai and Liu, Yebin},\nbooktitle={IEEE Conference on Computer Vision (ICCV 2021)},\nyear={2021},\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdsaurus%2Fdeepmulticap","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdsaurus%2Fdeepmulticap","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdsaurus%2Fdeepmulticap/lists"}