{"id":18792442,"url":"https://github.com/prbonn/contmav","last_synced_at":"2025-04-08T03:17:58.206Z","repository":{"id":239156954,"uuid":"770508172","full_name":"PRBonn/ContMAV","owner":"PRBonn","description":"[CVPR2024] Open-world Semantic Segmentation Including Class Similarity","archived":false,"fork":false,"pushed_at":"2025-03-27T09:16:00.000Z","size":55795,"stargazers_count":73,"open_issues_count":0,"forks_count":10,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-03-27T10:25:50.559Z","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/PRBonn.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":"2024-03-11T17:11:56.000Z","updated_at":"2025-03-27T09:16:03.000Z","dependencies_parsed_at":"2025-01-16T01:09:14.126Z","dependency_job_id":"5b097c3c-c1ef-485c-9e8e-49c39ae9a38c","html_url":"https://github.com/PRBonn/ContMAV","commit_stats":{"total_commits":4,"total_committers":2,"mean_commits":2.0,"dds":0.5,"last_synced_commit":"4b68887587bfd8ba13a333a85d64cab53e3ef631"},"previous_names":["prbonn/contmav"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRBonn%2FContMAV","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRBonn%2FContMAV/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRBonn%2FContMAV/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PRBonn%2FContMAV/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/PRBonn","download_url":"https://codeload.github.com/PRBonn/ContMAV/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247767237,"owners_count":20992548,"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":"2024-11-07T21:19:52.377Z","updated_at":"2025-04-08T03:17:58.163Z","avatar_url":"https://github.com/PRBonn.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Open-World Semantic Segmentation Including Class Similarity\n\nThis is the code repository of the paper Open-World Semantic Segmentation Including Class Similarity, accepted to the IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2024.\n\nYou can find the paper [here](https://www.ipb.uni-bonn.de/wp-content/papercite-data/pdf/sodano2024cvpr.pdf).\n\n## Installation\n\nInstall the libraries of the `requirements.yml`, or create a conda environment by `conda env create -f requirements.yml` and then `conda activate openworld`.\n\nThe weights of ResNet34 with NonBottleneck 1D block pretrained on ImageNet are available [here](https://drive.google.com/drive/folders/1goULJjHp5-M7nUGlC52uvWaQxn2j3Za1?usp=sharing).\n\n## Training\n\nYou can choose your favourite hyperparameters configuration in `args.py`. For training, run\n`python train.py --id \u003cyour_id\u003e --dataset_dir \u003cyour_data_dir\u003e --num_classes \u003cN\u003e --batch_size 8`.\n\nThe expected data structure is taken from Cityscapes. BDDAnomaly has been converted to Cityscapes format.\n\n## Cite\n\nPlease cite us at\n```bibtex\n@inproceedings{sodano2024cvpr,\n    author = {Matteo Sodano and Federico Magistri and Lucas Nunes and Jens Behley and Cyrill Stachniss},\n    title = {{Open-World Semantic Segmentation Including Class Similarity}},\n    booktitle = {{Proc. of the IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR)}},\n    year = {2024}\n}\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprbonn%2Fcontmav","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fprbonn%2Fcontmav","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fprbonn%2Fcontmav/lists"}