{"id":23676856,"url":"https://github.com/k1rsn7/mushroom_guide","last_synced_at":"2025-09-02T05:31:23.442Z","repository":{"id":191796886,"uuid":"685411325","full_name":"K1rsN7/Mushroom_Guide","owner":"K1rsN7","description":":mushroom: Chat bot for recognizing edible mushrooms.","archived":true,"fork":false,"pushed_at":"2025-02-19T18:09:18.000Z","size":2096,"stargazers_count":37,"open_issues_count":0,"forks_count":3,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-02-28T22:41:03.148Z","etag":null,"topics":["ai","computer-vision","cv","deep-learning","deep-neural-networks","jupy","jupyter","mushroom","mushroom-classification","python","python3","telegram-bot"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/K1rsN7.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}},"created_at":"2023-08-31T07:04:40.000Z","updated_at":"2025-02-20T18:37:13.000Z","dependencies_parsed_at":"2023-08-31T19:58:05.891Z","dependency_job_id":null,"html_url":"https://github.com/K1rsN7/Mushroom_Guide","commit_stats":null,"previous_names":["k1rsn7/mushroom_guide"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/K1rsN7/Mushroom_Guide","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/K1rsN7%2FMushroom_Guide","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/K1rsN7%2FMushroom_Guide/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/K1rsN7%2FMushroom_Guide/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/K1rsN7%2FMushroom_Guide/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/K1rsN7","download_url":"https://codeload.github.com/K1rsN7/Mushroom_Guide/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/K1rsN7%2FMushroom_Guide/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273234247,"owners_count":25068957,"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","status":"online","status_checked_at":"2025-09-02T02:00:09.530Z","response_time":77,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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":["ai","computer-vision","cv","deep-learning","deep-neural-networks","jupy","jupyter","mushroom","mushroom-classification","python","python3","telegram-bot"],"created_at":"2024-12-29T14:56:47.024Z","updated_at":"2025-09-02T05:31:23.424Z","avatar_url":"https://github.com/K1rsN7.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cimg src=\"./banner.png\"\u003e\n\u003cdiv align='center'\u003e\n  \u003ch1\u003ePet project for recognizing edible mushrooms\u003c/h1\u003e\n  \u003cdiv align=\"center\"\u003e\n  \u003ca href=\"https://github.com/K1rsN7/Mushroom_Guide/issues\"\u003e\n\t\t\u003cimg src=\"https://img.shields.io/github/issues/K1rsN7/Mushroom_Guide?color=4A73DF\u0026labelColor=1C2325\u0026style=for-the-badge\"\u003e\n\t\u003c/a\u003e\n\t\u003ca href=\"https://github.com/K1rsN7/Mushroom_Guide/stargazers\"\u003e\n\t\t\u003cimg src=\"https://img.shields.io/github/stars/K1rsN7/Mushroom_Guide?color=4A73DF\u0026labelColor=1C2325\u0026style=for-the-badge\"\u003e\n\t\u003c/a\u003e\n\t\u003ca href=\"./LICENSE\"\u003e\n\t\t\u003cimg src=\"https://img.shields.io/github/license/K1rsN7/Mushroom_Guide?color=4A73DF\u0026labelColor=1C2325\u0026style=for-the-badge\"\u003e\n\t\u003c/a\u003e\n\u003c/div\u003e\n  \u003cdiv align='left'\u003e\n    \u003ci\u003e\u003cb\u003eThe meaning of the project:\u003c/b\u003e\u003c/i\u003e\u003ca\u003e To learn how to work with the TensorFlow framework and Keras, this project was invented.\u003c/a\u003e\n    \u003cbr\u003e\n    \u003cbr\u003e\n    \u003ci\u003e\u003cb\u003eProject idea:\u003c/b\u003e\u003c/i\u003e\u003ca\u003e Write a telegram bot that knows how to classify mushrooms. The convolutional neural network DenseNet201 was used for classification. The accuracy of 71.08% was obtained on the test sample\u003c/a\u003e\n    \u003cbr\u003e\n    \u003cbr\u003e\n    \u003ci\u003e\u003cb\u003eAt the moment, the classifier recognizes 4 types of mushrooms:\u003c/b\u003e\u003c/i\u003e\n    \u003cbr\u003e\n    \u003col\u003e\n    \u003cli\u003eEdible mushrooms (can be eaten without health risk)\u003c/li\u003e\n\u003cli\u003eInedible (for one reason or another are not suitable for human consumption)\u003c/li\u003e\n\u003cli\u003ePoisonous (when consumed in normal doses, a person gets severe poisoning)\u003c/li\u003e\n\u003cli\u003eHallucinogenic (contain hallucinogenic substances)\u003c/li\u003e\n    \u003c/ol\u003e\n    \u003ca\u003eThe classifier can also determine the absence of mushrooms in the photo.\u003c/a\u003e\u003cbr\u003e\u003cbr\u003e\n    \u003ca\u003eTo use it, you need to send a photo (not a file, but a photo) and get a predictable response.\u003c/a\u003e\n    \u003cbr\u003e\n    \u003cbr\u003e\n    \u003ci\u003e\u003cb\u003eWays to improve the quality of the classifier:\u003c/b\u003e\u003c/i\u003e\n    \u003col\u003e\n      \u003cli\u003eSelection of better photos of mushrooms (incorrect photos are present in the dataset)\u003c/li\u003e\n      \u003cli\u003eMagnification of photos for each type of mushroom (at the moment, there are 16 photos for one type of mushroom in the test sample)\u003c/li\u003e\n    \u003c/ol\u003e\n    \u003cbr\u003e\n    \u003ci\u003e\u003cb\u003eScreenshots of the bot's work:\u003c/b\u003e\u003c/i\u003e   \n    \u003cimg src='https://github.com/K1rsN7/Mushroom_Guide/blob/main/image1.png'\u003e\n    \u003cimg src='https://github.com/K1rsN7/Mushroom_Guide/blob/main/image2.png'\u003e\n    \u003cimg src='https://github.com/K1rsN7/Mushroom_Guide/blob/main/image3.png'\u003e\n  \u003c/div\u003e\n\u003c/div\u003e\n\u003ch2 align=\"center\"\u003e Star History\u003c/h2\u003e\n\u003ca href=\"https://star-history.com/#K1rsN7/Mushroom_Guide\u0026Date\"\u003e\n \u003cpicture\u003e\n   \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://api.star-history.com/svg?repos=K1rsN7/Mushroom_Guide\u0026type=Date\u0026theme=dark\" /\u003e\n   \u003csource media=\"(prefers-color-scheme: light)\" srcset=\"https://api.star-history.com/svg?repos=K1rsN7/Mushroom_Guide\u0026type=Date\" /\u003e\n   \u003cimg alt=\"Star History Chart\" src=\"https://api.star-history.com/svg?repos=K1rsN7/SubManage\u0026type=Date\" /\u003e\n \u003c/picture\u003e\n\u003c/a\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fk1rsn7%2Fmushroom_guide","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fk1rsn7%2Fmushroom_guide","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fk1rsn7%2Fmushroom_guide/lists"}