ridwaanhall Profile Photo
Ridwan Halim

Emotion Detector CNN

Spot emotions like a pro with next-level CNNs and TIMM model magic.

Back Back
Python Python
PyTorch PyTorch
Emotion Detector CNN

Description

This project uses Convolutional Neural Networks (CNNs) with pretrained TIMM models to classify emotions like a boss.

Boosted by dope augmentation tricks like random resizing, flipping, color jitter, CutMix, and MixUp for top-tier generalization.

Smart dataset splits for training and validation ensure the model’s performance is on point.

Features

TIMM Model Swagger

High-performance pretrained models for reliable emotion detection.

Augmentation All-Stars

CutMix, MixUp, and more spice up data for better results.

Training Smarts

Optimized splits for max accuracy and generalization.

Tech Stack

Python
Python Versatile programming language for web development, data science, and automation
PyTorch
PyTorch Deep learning framework with dynamic computation graphs
CNN Convolutional Neural Networks for image processing and recognition
timm PyTorch image models library with pre-trained models