{"id":49973498,"url":"https://github.com/humansensinglab/dfcil-hgr","last_synced_at":"2026-05-18T09:44:12.957Z","repository":{"id":189024914,"uuid":"666477666","full_name":"humansensinglab/dfcil-hgr","owner":"humansensinglab","description":"[ICCV 2023] Data-Free Class-Incremental Hand Gesture Recognition","archived":false,"fork":false,"pushed_at":"2023-09-19T22:52:59.000Z","size":37140,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2023-09-20T00:54:33.034Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":null,"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/humansensinglab.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}},"created_at":"2023-07-14T16:07:41.000Z","updated_at":"2023-09-14T14:00:20.000Z","dependencies_parsed_at":"2023-08-17T23:15:08.041Z","dependency_job_id":"7869d73d-04e5-49cd-9640-d583facf0f4e","html_url":"https://github.com/humansensinglab/dfcil-hgr","commit_stats":null,"previous_names":["humansensinglab/dfcil-hgr"],"tags_count":0,"template":null,"template_full_name":null,"purl":"pkg:github/humansensinglab/dfcil-hgr","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humansensinglab%2Fdfcil-hgr","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humansensinglab%2Fdfcil-hgr/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humansensinglab%2Fdfcil-hgr/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humansensinglab%2Fdfcil-hgr/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/humansensinglab","download_url":"https://codeload.github.com/humansensinglab/dfcil-hgr/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/humansensinglab%2Fdfcil-hgr/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33173517,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-18T09:27:30.708Z","status":"ssl_error","status_checked_at":"2026-05-18T09:27:28.300Z","response_time":71,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":"2026-05-18T09:44:12.256Z","updated_at":"2026-05-18T09:44:12.952Z","avatar_url":"https://github.com/humansensinglab.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"## Data-Free Class-Incremental Hand Gesture Recognition\nCode and dataset for the ICCV 2023 paper:\\\n**Data-Free Class-Incremental Hand Gesture Recognition**\\\nS. Aich, J Ruiz-Santaquiteria, Z. Lu, P. Garg, K J Joseph, A. F. Garcia, V. N. Balasubramanian, K. Kin, C. Wan, N. C. Camgoz, S. Ma, and F De la Torre\\\nInternational Conference on Computer Vision (ICCV), 2023\\\n[[project]]\n\nThis (main) branch contains the implementation of the method proposed in this paper. Please refer to the [baseline branch](https://github.com/humansensinglab/dfcil-hgr/tree/baseline) for the other DFCIL methods used for benchmarking.\n\n### Training\n\n* Make sure the directories are correct for you in the ./scripts/common_dirs.sh file.\n\n* Go to the corresponding scripts directory for a particular dataset:\n```\n$ cd scripts/\u003cDATASET\u003e/mi_drop/supcon\n$ # \u003cDATASET\u003e is hgr_shrec_2017 or ego_gesture\n```\n\n* Run with a particular seed:\n```\n$ ./all_runner_seed.sh \u003cSEED\u003e \u003cGPU_ID\u003e\n$ ./all_runner_seed.sh 0 1 # seed 0 gpu 1\n```\n\n* The accuracies with incremental class indices will be logged into the ./scripts/\u003cDATASET\u003e/mi_drop/supcon/tmp directory.\n\n* Good luck!\n\n### Datasets\n\n* [EgoGesture3D](https://drive.google.com/file/d/1pHE0Q9MtVS5BLaV2CBN1rLP_Ed7nvfac/view?usp=drive_link): The license for the EgoGesture3D skeletons are the same as this repository (license.txt). Please refer to the [EgoGesture](https://ieeexplore.ieee.org/document/8299578) paper and the website for the original video dataset and corresponding license.\n* [SHREC-2017 train/val/test splits](https://drive.google.com/file/d/1o5T1b_jUG-czGp-xsGOFaVgzEJNEMnmh/view?usp=drive_link): This zip file only contains the split files comprising the list of files. Please refer to the [SHREC 2017 website](http://www-rech.telecom-lille.fr/shrec2017-hand/) to download the dataset.\n\n\n[project]: http://humansensing.cs.cmu.edu/node/551\n\n\n### Citation\n\nIf you find this paper/code useful, please consider citing (.bib): \n\n\n```\n@InProceedings{boat-mi-dfcil,\n    author    = {Aich, Shubhra and Ruiz-Santaquiteria, Jesus and Lu, Zhenyu and Garg, Prachi and Joseph, KJ and Fernandez Garcia, Alvaro and Balasubramanian, Vineeth N and Kin, Kenrick and Wan, Chengde and Camgoz, Necati Cihan and Ma, Shugao and De la Torre, Fernando},\n    title     = {Data-Free Class-Incremental Hand Gesture Recognition},\n    booktitle = ICCV,\n    year      = {2023},\n}\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhumansensinglab%2Fdfcil-hgr","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhumansensinglab%2Fdfcil-hgr","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhumansensinglab%2Fdfcil-hgr/lists"}