{"id":13497226,"url":"https://github.com/RohanDoshi2018/ZeroshotSemanticSegmentation","last_synced_at":"2025-03-28T21:32:16.402Z","repository":{"id":101252612,"uuid":"118552713","full_name":"RohanDoshi2018/ZeroshotSemanticSegmentation","owner":"RohanDoshi2018","description":"Zeroshot learning for semantic segmentation using joint visual-semantic embedding space.","archived":false,"fork":false,"pushed_at":"2018-07-30T18:37:02.000Z","size":10065,"stargazers_count":49,"open_issues_count":2,"forks_count":5,"subscribers_count":3,"default_branch":"master","last_synced_at":"2024-10-31T13:34:18.722Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","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/RohanDoshi2018.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}},"created_at":"2018-01-23T03:31:41.000Z","updated_at":"2024-05-31T15:27:29.000Z","dependencies_parsed_at":null,"dependency_job_id":"b865a5ae-9583-4362-a2d3-77f1f6d37fa6","html_url":"https://github.com/RohanDoshi2018/ZeroshotSemanticSegmentation","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/RohanDoshi2018%2FZeroshotSemanticSegmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RohanDoshi2018%2FZeroshotSemanticSegmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RohanDoshi2018%2FZeroshotSemanticSegmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RohanDoshi2018%2FZeroshotSemanticSegmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/RohanDoshi2018","download_url":"https://codeload.github.com/RohanDoshi2018/ZeroshotSemanticSegmentation/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246105448,"owners_count":20724312,"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":"2024-07-31T20:00:27.042Z","updated_at":"2025-03-28T21:32:15.564Z","avatar_url":"https://github.com/RohanDoshi2018.png","language":"Python","funding_links":[],"categories":["SemanticSeg"],"sub_categories":[],"readme":"# Zero-Shot Semantic Segmentation\n\n\u003e \n- Princeton University Senior Thesis\n- Advisor: Professor Olga Russakovsky, Princeton University Department of Computer Science\n- Part of the [Princeton VisualAI Lab](http://visualai.princeton.edu/people.html) \n\n## Project Overview\n\nThis is the PyTorch implementation of the seenmask zeroshot network (SZN) described in Rohan Doshi's senior thesis \"Zero-shot Semantic Segmentation.\" Please reference this paper (rohan_doshi_senior_thesis.pdf) to understand the code.\n\n## Installation\n\n** Requirements: **  Conda (with Python 3) and Linux\n\n1. Install Conda \n\n2. Clone repository\n```bash\ngit clone https://github.com/RohanDoshi2018/ZeroshotSemanticSegmentation.git\ncd ZeroshotSemanticSegmentation\n```\n\n3. Create new conda environment\n```bash\nconda create --name thesis_env\n```\n\n4. Install Dependencies\n```bash\nconda install pytorch torchvision -c pytorch\npip install pytz pyyaml scipy fcn jupyter tensorflow tensorboardX\n```\n\n5. Activate your conda environment\nsource activate thesis_env\n\n6. Run code\n```\n./train.py -c 4 -g 0\n```\n\n7. [Optional] Run Tensorboard Server. Use Ngrok tunnel to access server remotely.\n```\ntensorboard --logdir /opt/visualai/rkdoshi/ZeroshotSemanticSegmentation/tb\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FRohanDoshi2018%2FZeroshotSemanticSegmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FRohanDoshi2018%2FZeroshotSemanticSegmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FRohanDoshi2018%2FZeroshotSemanticSegmentation/lists"}