{"id":24808555,"url":"https://github.com/pjj11005/codog","last_synced_at":"2026-04-27T12:04:05.436Z","repository":{"id":193209237,"uuid":"688333951","full_name":"pjj11005/Codog","owner":"pjj11005","description":"Dog Friend Matching Website","archived":false,"fork":false,"pushed_at":"2024-12-19T05:12:01.000Z","size":33436,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-30T10:17:58.960Z","etag":null,"topics":["data-argumantation","deep-learning","firebase-database","gcp","graduation-project","image-classification","matching-algorithm","python3","transfer-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/pjj11005.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}},"created_at":"2023-09-07T06:20:55.000Z","updated_at":"2024-12-19T05:12:05.000Z","dependencies_parsed_at":"2023-09-22T13:57:11.768Z","dependency_job_id":"ed0f21b3-2f78-4233-8974-866edddcffea","html_url":"https://github.com/pjj11005/Codog","commit_stats":null,"previous_names":["pjj11005/codog"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pjj11005%2FCodog","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pjj11005%2FCodog/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pjj11005%2FCodog/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pjj11005%2FCodog/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pjj11005","download_url":"https://codeload.github.com/pjj11005/Codog/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245449678,"owners_count":20617190,"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":["data-argumantation","deep-learning","firebase-database","gcp","graduation-project","image-classification","matching-algorithm","python3","transfer-learning"],"created_at":"2025-01-30T10:18:05.316Z","updated_at":"2026-04-27T12:04:05.400Z","avatar_url":"https://github.com/pjj11005.png","language":"Jupyter Notebook","readme":"# 2023년 1학기 캡스톤 설계 프로젝트\n코독 - 강아지 친구 매칭 웹사이트 (2023.03 ~ 2023.11)\n\n[블로그 내용 정리 링크](https://pjj11005.github.io/projects/2023-11-30-projects-codog/)\n## 프로젝트 소개\n\n\u003e **사용자가 선택한 기준에 따라 이상형 월드컵을 진행하여 원하는 강아지와 매칭 시켜주는 프로젝트입니다.**\n\n## 프로젝트 내용\n![전이 학습 결과](/image/poster.png)\n\n## 모델 학습\n\n### 모델 성능 향상\n\n- 데이터 증강: 학습 및 검증 데이터에 회전, 확대/축소, 가로/세로 이동, 가로 반전 등 5-7가지 데이터 증강 기법 적용\n- 전이 학습: 13가지 다양한 전이 학습 모델을 사용하여 학습하고, 효율적인 성능을 가진 MobileNetV2 모델을 선택\n\n    ![전이 학습 결과](/image/transferlearning.png)\n\n### 모델 성능 평가\n\n- MobileNetV2 모델 학습 결과 (5 에포크): 모델은 약 92.5%의 val_accuracy와 약 0.3의 val_loss로 수렴\n\n- 전체 모델 정확도: 94.17%\n\n    ![정확도와 손실](/image/accuracy\u0026loss.png)\n\n    ![모델 정확도](/image/modelaccuracy.png)\n\n- 정밀도와 재현율: 대부분의 클래스에 대해 높은 정밀도와 재현율을 보이며, 전반적으로 높은 정확도를 달성. 그러나 비글과 말티즈 클래스의 재현율 값이 비교적 낮음\n\n    ![정밀도와 재현율](/image/precision\u0026recall.png)\n\n- confusion matrix: 히트맵 형식으로 나타낸 결과 같은 클래스 외에는 어둡게 표시\n\n    ![confusionmatrix](/image/confusionmatrix.png)\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpjj11005%2Fcodog","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpjj11005%2Fcodog","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpjj11005%2Fcodog/lists"}