{"id":19899173,"url":"https://github.com/tootouch/active_learning-uncertainty_sampling","last_synced_at":"2025-03-01T06:43:32.798Z","repository":{"id":227910711,"uuid":"609863645","full_name":"TooTouch/Active_Learning-Uncertainty_Sampling","owner":"TooTouch","description":"Pytorch implementation of \"A New Active Labeling Method for Deep Learning\"","archived":false,"fork":false,"pushed_at":"2023-03-22T02:31:43.000Z","size":6654,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-11T20:44:28.794Z","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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/TooTouch.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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}},"created_at":"2023-03-05T13:23:40.000Z","updated_at":"2024-04-05T07:44:19.000Z","dependencies_parsed_at":"2024-03-15T19:34:25.361Z","dependency_job_id":null,"html_url":"https://github.com/TooTouch/Active_Learning-Uncertainty_Sampling","commit_stats":null,"previous_names":["tootouch/active_learning-uncertainty_sampling"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TooTouch%2FActive_Learning-Uncertainty_Sampling","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TooTouch%2FActive_Learning-Uncertainty_Sampling/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TooTouch%2FActive_Learning-Uncertainty_Sampling/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/TooTouch%2FActive_Learning-Uncertainty_Sampling/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/TooTouch","download_url":"https://codeload.github.com/TooTouch/Active_Learning-Uncertainty_Sampling/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241329416,"owners_count":19944984,"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":"2024-11-12T20:07:26.471Z","updated_at":"2025-03-01T06:43:32.779Z","avatar_url":"https://github.com/TooTouch.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Active Learning - Uncertainty Sampling\n\nPytorch implementation of \"[A New Active Labeling Method for Deep Learning. IJCNN 2014](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=\u0026arnumber=6889457)\".\n\n# Environments\n\nNVIDIA pytorch docker [ [link](https://docs.nvidia.com/deeplearning/frameworks/pytorch-release-notes/rel-22-12.html#rel-22-12) ]\n\n```bash\ndocker pull nvcr.io/nvidia/pytorch:22.12-py3\n```\n\n`requirements.txt`\n\n```bash\naccelerate\nwandb\ntorchvision\n```\n\n\n# Methods\n\n`./query_strategies`\n\n- Least Confidence\n- Margin Sampling\n- Entropy\n\n\u003cp align='center'\u003e\n    \u003cimg src=\"https://user-images.githubusercontent.com/37654013/222963947-df2071c4-ccd7-4a2c-8eb3-336f0dd72723.png\"\u003e\n\u003c/p\u003e\n\n# Results\n\n**Experiment Setting**\n- Model: ResNet18\n- Batch Size: 128\n- Optimizer: SGD\n- Learning Rate: 0.1\n- Learning Rate Scheduler: Cosine Annealing with Warm-up\n\n**Active Learning**\n- The Number of Initial Labeled Images: 5,000\n- The Number of Query Images: 500\n- The Number of Iteration: 20\n\n\u003cp align='center'\u003e\n    \u003cimg src=\"https://github.com/TooTouch/Active_Learning-Uncertainty_Sampling/blob/main/figures/uncertainty_sampling_result.jpg?raw=true\"\u003e\n\u003c/p\u003e\n\n\n# Reference\n\n- cure-lab/deep-active-learning [ [link](https://github.com/cure-lab/deep-active-learning) ]\n- Active Learning. Yi Zhang (CMU) [ [link](https://www.cs.cmu.edu/~tom/10701_sp11/recitations/Recitation_13.pdf) ]","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftootouch%2Factive_learning-uncertainty_sampling","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftootouch%2Factive_learning-uncertainty_sampling","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftootouch%2Factive_learning-uncertainty_sampling/lists"}