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Facial Emotion Detection #481

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merged 16 commits into from
Feb 1, 2024

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siddhant4ds
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Pull Request for DL-Simplified 💡

Issue Title : Facial Emotion Detection

  • Info about the related issue (Aim of the project) : Training a deep learning model to classify 4 facial emotions from 48x48 grayscale images.
  • Name: Siddhant Tiwari
  • GitHub ID: https://github.com/siddhant4ds
  • Email ID: siddhant.tiwari.ds@gmail.com
  • Idenitfy yourself: (Mention in which program you are contributing in. Eg. For a JWOC 2022 participant it's, JWOC Participant) SWOC-S4 (2024)

Closes: #232

Describe the add-ons or changes you've made 📃

Give a clear description of what have you added or modifications made

Type of change ☑️

What sort of change have you made:

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Code style update (formatting, local variables)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • This change requires a documentation update

How Has This Been Tested? ⚙️

Changes made and tested on Jupyter (Google Colab and Kaggle) notebooks. [Requires GPU]

Checklist: ☑️

  • My code follows the guidelines of this project.
  • I have performed a self-review of my own code.
  • I have commented my code, particularly wherever it was hard to understand.
  • I have made corresponding changes to the documentation.
  • My changes generate no new warnings.
  • I have added things that prove my fix is effective or that my feature works.
  • Any dependent changes have been merged and published in downstream modules.

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Our team will soon review your PR. Thanks @siddhant4ds :)

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@abhisheks008 abhisheks008 left a comment

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The project folder name should be same as the issue name with no hyphen and underscore.

@siddhant4ds siddhant4ds changed the title Added "Facial-Emotion-Detection" project Added "Facial Emotion Detection" project Feb 1, 2024
@siddhant4ds
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@abhisheks008 I have made the requested change. Please let me know if any other changes are needed.

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Your overall project is looking good to me. Need some minor changes in the README file.

**DATASET:** [FER-DS - Kaggle](https://www.kaggle.com/datasets/mhantor/facial-expression)

**DESCRIPTION:**
We have 19950 images covering 4 facial emotions (angry, happy, neutral, surprised).
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Use bullet points/numbering.

| EfficientNetV2S + Simple data-augment | **84.24** | **82.86** |

**CONCLUSION:**
We used low-resolution, grayscale images to train a deep learning model to detect four facial emotions.
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Use bullet points/numbering.

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@abhisheks008 I have updated the formatting in the project summary. Please let me know if any other changes are needed.

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Approved @siddhant4ds under SWOC S4.

@abhisheks008 abhisheks008 added Status: Approved Approved PR by the PA. Level: HARD SWOC S4 Issues under Social Winter of Code, 2025 and removed Status: Requested Changes Changes requested. labels Feb 1, 2024
@abhisheks008 abhisheks008 merged commit 5632358 into abhisheks008:main Feb 1, 2024
@abhisheks008 abhisheks008 changed the title Added "Facial Emotion Detection" project Facial Emotion Detection Feb 1, 2024
@siddhant4ds siddhant4ds deleted the facial-emotion-detection branch February 1, 2024 14:50
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Facial Emotion Detection
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