{"id":21880644,"url":"https://github.com/andresmpa/dl-vision","last_synced_at":"2026-04-11T20:01:46.602Z","repository":{"id":212892481,"uuid":"732238420","full_name":"AndresMpa/dl-vision","owner":"AndresMpa","description":"Deep Learning Vision Algorithms","archived":false,"fork":false,"pushed_at":"2023-12-31T03:53:04.000Z","size":28,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-03-22T00:44:29.547Z","etag":null,"topics":["alexnet","computer-vision","deep-learning","resnetx18","vggx16","vggx19"],"latest_commit_sha":null,"homepage":"","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/AndresMpa.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,"publiccode":null,"codemeta":null}},"created_at":"2023-12-16T02:39:41.000Z","updated_at":"2025-02-05T05:56:46.000Z","dependencies_parsed_at":"2023-12-31T04:27:34.542Z","dependency_job_id":null,"html_url":"https://github.com/AndresMpa/dl-vision","commit_stats":null,"previous_names":["andresmpa/dl-vision"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/AndresMpa/dl-vision","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndresMpa%2Fdl-vision","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndresMpa%2Fdl-vision/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndresMpa%2Fdl-vision/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndresMpa%2Fdl-vision/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AndresMpa","download_url":"https://codeload.github.com/AndresMpa/dl-vision/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AndresMpa%2Fdl-vision/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31693274,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-11T13:07:20.380Z","status":"ssl_error","status_checked_at":"2026-04-11T13:06:47.903Z","response_time":54,"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":["alexnet","computer-vision","deep-learning","resnetx18","vggx16","vggx19"],"created_at":"2024-11-28T09:15:20.541Z","updated_at":"2026-04-11T20:01:46.571Z","avatar_url":"https://github.com/AndresMpa.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Deep Learning Vision Algorithms\n\n## What is this?\n\nYou're seeing a computer vision test field, under the presented architecture, you can easily\ntry some architecture such as AlexNet, VGGx16, VGGx19 and ResNetx18\n\n## Usage\n\n### To run virtual environments\n\n#### Windows\n\n```bath\npython -m venv env\nenv\\Scripts\\activate\n\npip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121\npip install numpy matplotlib python-dotenv plyer\n```\n\n#### Linux\n\n```bash\npython -m venv env\nsource env/bin/activate\n\npip install torch torchvision torchaudio\npip install numpy matplotlib python-dotenv plyer\n```\n\n### Setting environment\n\n.env file is required to setting the environment of this project, along with the virtual environment\nthis file sets each section of the project. Here is a example\n\n```bash\n# Architecture\nNET_ARCH=AlexNet\nUSE_CUDA=1\n\n# Using model\nMODELS_PATH=\"models\"\nUSE_MODEL=1\n\n# Dataset\nDATASET=\"CIFAR10\"\nDATA_PATH=\"./data\"\nBATCH_SIZE=8\n\n# Image management\nIMG_SIZE=224\nIMG_START_INDEX=0\n\n# Training\nITERATIONS=1\nLEARNING_RATE=0.01\nMOMENTUM_VALUE=0.8\nCATCH_INTERVAL=5\n\n# Loss\nLOST_CRITERIA=\"CrossEntropyLoss\"\n\n# Management\nRESULTS_PATH=\"results\"\nLOG_PATH=\"log\"\nAUTOCLEAR=0\n```\n\n#### Available architectures\n\nJust write any of the following on the NET_ARCH env var\n\n- AlexNet\n- VGG16\n- VGG19\n- ResNet\n\n\u003e USE_CUDA=1 means that the host can and will use CUDA by default it uses the processor\n\n### Available dataset\n\nData sets can be defined inside the .env file in the $DATASET$ variable, available dataset\nwork for image detection or segmentation from PyTorch documentation specification follow this\n[link](https://pytorch.org/vision/stable/datasets.html#image-detection-or-segmentation) to see\nother options\n\n| Keyword    | Size | Dataset                                                     |\n| ---------- | ---- | ----------------------------------------------------------- |\n| \"CelebA\"   | 200K | [CelebA](https://mmlab.ie.cuhk.edu.hk/projects/CelebA.html) |\n| \"CIFAR10\"  | 60K  | [CIFAR](https://www.cs.toronto.edu/~kriz/cifar.html)        |\n| \"CIFAR100\" | 60K  | [CIFAR](https://www.cs.toronto.edu/~kriz/cifar.html)        |\n\n\u003e Note: The difference between CIFAR10 and CIFAR100 is the amount of classes, CIFAR10 contains 10\n\u003e while CIFAR100 contains 100 see \"The CIFAR-100 dataset\" specifications\n\n`LOST_CRITERIA` means the lost function, available options are \"BCELoss\" and \"CrossEntropyLoss\"","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fandresmpa%2Fdl-vision","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fandresmpa%2Fdl-vision","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fandresmpa%2Fdl-vision/lists"}