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README.md

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# Facial Expression Recognition using Residual Masking Network, in PyTorch
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[![pypi package](https://img.shields.io/badge/version-v3.0.2-blue)](https://pypi.org/project/rmn)
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[![pypi package](https://img.shields.io/badge/version-v3.0.3-blue)](https://pypi.org/project/rmn)
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[![circleci](https://circleci.com/gh/phamquiluan/ResidualMaskingNetwork.svg?style=shield&circle-token=3ca7f15b6bd362b625bec536d57c45fe5ef6f2c9)](https://app.circleci.com/pipelines/github/phamquiluan/ResidualMaskingNetwork)
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[![style](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/phamquiluan/residualmaskingnetwork)
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[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/challenges-in-representation-learning-a/facial-expression-recognition-on-fer2013)](https://paperswithcode.com/sota/facial-expression-recognition-on-fer2013?p=challenges-in-representation-learning-a)
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## Approach 2:
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- Model file: [download](https://drive.google.com/open?id=1_6CzlKRS9ksxlo0TjqIGXMzQE4I83tE0) (this checkpoint is trained on VEMO dataset, locate it at ```./saved/checkpoints/``` directory)
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- Download 2 files: [prototxt](https://drive.google.com/open?id=1ANVPx3JM4EcJVZOstV_kEO1Jcv74mBu5), and [res10_300x300_ssd](https://drive.google.com/open?id=1Iy_3I_mWGhBA63W0IK8tRrUuvr-WrGQ2) for face detection OpenCV. Locate at current directory or checking file path with ```ssd_infer.py``` file.
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- Model file: [download](https://drive.google.com/file/d/1J0qA0_xKc_Zq4UIcTUkzWNTmItYzOfXp/view?usp=sharing) (this checkpoint is trained on VEMO dataset, locate it at ```./saved/checkpoints/``` directory)
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- Download 2 files: [prototxt](https://drive.google.com/file/d/1msV-xLIO0S_WP63ftbH_nbIv8gP8l5Ve/view?usp=sharing), and [res10_300x300_ssd](https://drive.google.com/file/d/1OEvFItUdd4ofcj0se4EcQld28AGpp7bS/view?usp=sharing) for face detection OpenCV. Locate at current directory or checking file path with ```ssd_infer.py``` file.
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```Shell
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python ssd_infer.py
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### Table of Contents
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- <a href='#recent_update'>Recent Update</a>
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- <a href='#benchmarking_fer2013'>Benchmarking on FER2013</a>
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Model | Accuracy |
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---------|--------|
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[VGG19](https://drive.google.com/open?id=1FPkwhmel0AiGK3UtYiWCHPi5CYkF7BRc) | 70.80
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[EfficientNet\_b2b](https://drive.google.com/open?id=1pEyupTGQPoX1gj0NoJQUHnK5-mxB8NcS) | 70.80
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[Googlenet](https://drive.google.com/open?id=1LvxAxDmnTuXgYoqBj41qTdCRCSzaWIJr) | 71.97
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[Resnet34](https://drive.google.com/open?id=1iuTkqApioWe_IBPQ7gQHticrVlPA-xz_) | 72.42
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[Inception\_v3](https://drive.google.com/open?id=17mapZKWYMdxGTrbrAbRpfgniT5onmQXO) | 72.72
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[Bam\_Resnet50](https://drive.google.com/open?id=1K_gyarekwIxQMA_fEPJMApgqo3mYaM0H) | 73.14
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[Densenet121](https://drive.google.com/open?id=1f8wUtQj-UatrZtCnkJFcB--X2eJS1m_N) | 73.16
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[Resnet152](https://drive.google.com/open?id=1LBaHaVtu8uKiNsoTN7wl5Pg5ywh-QxRW) | 73.22
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[Cbam\_Resnet50](https://drive.google.com/open?id=1i9zk8sGXiixkQGTA1txBxSuew6z_c86T) | 73.39
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[ResMaskingNet](https://drive.google.com/open?id=1_ASpv0QNxknMFI75gwuVWi8FeeuMoGYy) | 74.14
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[ResMaskingNet + 6](https://drive.google.com/open?id=1y28VHzJcgBpW0Qn_K0XVVd-hxG4feIHG) | 76.82
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[VGG19](https://drive.google.com/file/d/196qnnULQpFK5O5Md_YfvsUC2OQRd5LrQ/view?usp=sharing) | 70.80
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[EfficientNet\_b2b](https://drive.google.com/file/d/1ZqvGcqYZXXbMKFwSaoHlo6LaKVYptXxx/view?usp=sharing) | 70.80
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[Googlenet](https://drive.google.com/file/d/1FNiNS7qqkd4dPQX9APiFsEyylb-ZHN8f/view?usp=sharing) | 71.97
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[Resnet34](https://drive.google.com/file/d/1GFSWnjA2tvsVel3kz0EyYW_el7Nyu8Gc/view?usp=sharing) | 72.42
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[Inception\_v3](https://drive.google.com/file/d/10LpGJEmSTikidqaiv32rcJYQc3Cx_n6-/view?usp=sharing) | 72.72
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[Bam\_Resnet50](https://drive.google.com/file/d/1RlVX2eiaQrUUmpng1PCyhK_hJdfJRcoU/view?usp=sharing) | 73.14
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[Densenet121](https://drive.google.com/file/d/1VWZ96Ar_n_OQD4Rk5ThZbixApMQ5eeYW/view?usp=sharing) | 73.16
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[Resnet152](https://drive.google.com/file/d/1A-kUqrP9u3ZCXVBtE6AdUN5afPwQjTHl/view?usp=sharing) | 73.22
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[Cbam\_Resnet50](https://drive.google.com/file/d/1_u_B2NcxqCMPdWmPLMYKVzAenwBlwoFi/view?usp=sharing) | 73.39
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[ResMaskingNet](https://drive.google.com/file/d/1dmOycqZACsLh0eyDSR2ssn4g9xh36zMp/view?usp=sharing) | 74.14
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[ResMaskingNet + 6](https://drive.google.com/drive/folders/1Nt7y1T99HpmF93peYxMg-i6BUqdzDBve?usp=sharing) | 76.82
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## Datasets
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- [FER2013 Dataset](https://drive.google.com/open?id=18ovcnZBsPvwXXFVAqczACe9zciO_1q6J) (locate it in ```saved/data/fer2013``` like ```saved/data/fer2013/train.csv```)
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- [FER2013 Dataset](https://drive.google.com/drive/folders/1Nt7y1T99HpmF93peYxMg-i6BUqdzDBve?usp=sharing) (locate it in ```saved/data/fer2013``` like ```saved/data/fer2013/train.csv```)
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- [ImageNet 1K Dataset](http://image-net.org/download-images) (ensure it can be loaded by torchvision.datasets.Imagenet)
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## Dissertation and Slide
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- [Dissertation PDF (in Vietnamese)](https://drive.google.com/open?id=1HxqvQSZRf-3ashGtZ5o9OABdhmdjS64a)
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- [Dissertation PDF (in Vietnamese)](https://drive.google.com/drive/folders/1Nt7y1T99HpmF93peYxMg-i6BUqdzDBve?usp=sharing)
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- [Dissertation Overleaf Source](https://www.overleaf.com/read/qdyhnzjmbscd)
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- [Presentation slide PDF (in English) with full appendix](https://drive.google.com/open?id=19zweCDX8Vz4jgwJ6cBWr5x_iQPvahsQg)
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- [Presentation slide PDF (in English) with full appendix](https://drive.google.com/drive/folders/1Nt7y1T99HpmF93peYxMg-i6BUqdzDBve?usp=sharing)
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- [Presentation slide Overleaf Source](https://www.overleaf.com/read/vxdhjvhvgwdn)
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- [Paper](docs/paper.pdf)
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