{"id":13644089,"url":"https://github.com/Zaabon/spiking_yolo","last_synced_at":"2025-04-21T06:33:05.243Z","repository":{"id":197788664,"uuid":"337049812","full_name":"Zaabon/spiking_yolo","owner":"Zaabon","description":null,"archived":false,"fork":false,"pushed_at":"2021-03-24T11:43:41.000Z","size":46418,"stargazers_count":12,"open_issues_count":2,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-11-09T16:43:49.026Z","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":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Zaabon.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}},"created_at":"2021-02-08T11:13:14.000Z","updated_at":"2024-04-15T11:35:28.000Z","dependencies_parsed_at":"2023-10-02T16:20:17.255Z","dependency_job_id":null,"html_url":"https://github.com/Zaabon/spiking_yolo","commit_stats":null,"previous_names":["zaabon/spiking_yolo"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Zaabon%2Fspiking_yolo","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Zaabon%2Fspiking_yolo/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Zaabon%2Fspiking_yolo/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Zaabon%2Fspiking_yolo/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Zaabon","download_url":"https://codeload.github.com/Zaabon/spiking_yolo/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250008301,"owners_count":21359962,"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":"2024-08-02T01:01:57.399Z","updated_at":"2025-04-21T06:33:00.232Z","avatar_url":"https://github.com/Zaabon.png","language":"Python","funding_links":[],"categories":["Object Detection Applications","Applications"],"sub_categories":[],"readme":"This project is a combined neural network utilizing an spiking CNN with backpropagation and YOLOv3 for object detection. \n\n## Requirements\n\nPython 3.8 or later with all [requirements.txt](https://github.com/Zaabon/spiking_yolo/blob/95477ded20c2dc8c69115b7de9063ec1da13204d/requirements.txt) dependencies installed, including `torch\u003e=1.6`. In addition you will need to have setup Jupyter with CUDA support for GPU. \n\n## Running the project\nDownload the dataset N-Caltech101 from https://www.garrickorchard.com/datasets/n-caltech101 and unzip in the project root. \n\nWith Jupyter, run [data_processing.ipynb](https://github.com/Zaabon/spiking_yolo/blob/95477ded20c2dc8c69115b7de9063ec1da13204d/data_processing.ipynb). This might take a while, you might not need to process all data. \n\nThe full network can be run through [spiking_yolov3.ipynb](https://github.com/Zaabon/spiking_yolo/blob/95477ded20c2dc8c69115b7de9063ec1da13204d/spiking_yolov3.ipynb) while only the original YOLOv3 is runnable through [original_yolov3.ipynb](https://github.com/Zaabon/spiking_yolo/blob/95477ded20c2dc8c69115b7de9063ec1da13204d/original_yolov3.ipynb). \n\nCode for spiking solution is modified from https://github.com/yjwu17/BP-for-SpikingNN and can be found in the directory SpikingNN. \n\nMost of main YOLOv3 code can be found in [train.py](https://github.com/Zaabon/spiking_yolo/blob/95477ded20c2dc8c69115b7de9063ec1da13204d/train.py) which is originally from https://github.com/ultralytics/yolov3\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FZaabon%2Fspiking_yolo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FZaabon%2Fspiking_yolo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FZaabon%2Fspiking_yolo/lists"}