{"id":15683921,"url":"https://github.com/sayakpaul/emotion-detection-using-deep-learning","last_synced_at":"2025-05-07T14:31:35.872Z","repository":{"id":106648416,"uuid":"237559137","full_name":"sayakpaul/Emotion-Detection-using-Deep-Learning","owner":"sayakpaul","description":"This project demonstrates the use of Deep Learning to detect emotion (sad, angry, happy etc) from the images of  faces. ","archived":false,"fork":false,"pushed_at":"2020-02-14T15:29:43.000Z","size":244,"stargazers_count":10,"open_issues_count":0,"forks_count":4,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-31T11:01:42.514Z","etag":null,"topics":["computer-vision","deep-learning","tensorflow"],"latest_commit_sha":null,"homepage":null,"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/sayakpaul.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":"2020-02-01T04:03:19.000Z","updated_at":"2023-10-24T13:10:15.000Z","dependencies_parsed_at":"2023-07-12T16:01:19.993Z","dependency_job_id":null,"html_url":"https://github.com/sayakpaul/Emotion-Detection-using-Deep-Learning","commit_stats":{"total_commits":14,"total_committers":1,"mean_commits":14.0,"dds":0.0,"last_synced_commit":"3b2c93dbe96cc80fc21273cdaa241f444098e1ca"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayakpaul%2FEmotion-Detection-using-Deep-Learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayakpaul%2FEmotion-Detection-using-Deep-Learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayakpaul%2FEmotion-Detection-using-Deep-Learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sayakpaul%2FEmotion-Detection-using-Deep-Learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sayakpaul","download_url":"https://codeload.github.com/sayakpaul/Emotion-Detection-using-Deep-Learning/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252895695,"owners_count":21821202,"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":["computer-vision","deep-learning","tensorflow"],"created_at":"2024-10-03T17:09:14.295Z","updated_at":"2025-05-07T14:31:35.842Z","avatar_url":"https://github.com/sayakpaul.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Emotion-Detection-using-Deep-Learning\nThis project demonstrates the use of Deep Learning to detect emotion (sad, angry, happy etc) from the images of  faces. \n\n## Dataset used: \n[Challenges in Representation Learning: Facial Expression Recognition Challenge](https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/)\n\n![](https://i.ibb.co/gMPnd28/Screen-Shot-2020-02-01-at-2-36-22-PM.png)\n\n\n## Network architectures/techniques tried:\n- Shallow fully connected network\n- Mini VGG16\n- Mini GoogLeNet\n- Shallow CNN with progressively increasing channels\n- Mini VGG16 with LSUV\n\nThe combination of VGG16, SGD, a bit of data augmentation, and Label Smoothing yielded the best generalization. \n\n![](https://i.ibb.co/92nQjFC/W-B-Chart-2-14-2020-7-22-52-PM.png)\n\nExperimentation report available here: https://app.wandb.ai/sayakpaul/emotion-detection\n\nI happily welcome any feedback :)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsayakpaul%2Femotion-detection-using-deep-learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsayakpaul%2Femotion-detection-using-deep-learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsayakpaul%2Femotion-detection-using-deep-learning/lists"}