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janhavisawal's Projects

bottles-label-extractor icon bottles-label-extractor

This fun little project will help you to learn how to extract labels from bottles and flatten them to get the original printed label.

covid-ct-mask-net icon covid-ct-mask-net

Segmentation and Classification models for COVID CT scans (COVID, pneumonia, normal) based on Mask R-CNN.

document-image-classification-with-intra-domain-transfer-learning-and-stacked-generalization-of-deep icon document-image-classification-with-intra-domain-transfer-learning-and-stacked-generalization-of-deep

RVL-CDIP could be looked at as the equivalent of ImageNet for the document image community. It’s certainly the largest we’ve seen in the literature. There are 400,000 total document images in the dataset. The dataset contains much noise and variance in composition of each document class. Uncompressed, the dataset size is ~100GB, and comprises 16 classes of document types, with 25,000 samples per classes. Example classes include email, resume, and invoice. Achieved an Accuracy of over 93% which beat the benchmark score of 92% based on https://paperswithcode.com/sota/document-image-classification-on-rvl-cdip

face-mask-detection icon face-mask-detection

Face Mask Detection with Buzzer and Live FPS count using Python, Tensorflow, Keras, etc.

food-detection-yolov5 icon food-detection-yolov5

Food detection web app using YOLOv5 on images, videos, youtube urls. Also analyze nutrients of meal in the image.

helmet-detector icon helmet-detector

Using Keras and TensorFlow to train a classifier to automatically detect whether a person is wearing a helmet or not by fine-tuning the MobileNet V2 architecture.

iris-classifier-ml-web-app icon iris-classifier-ml-web-app

A website built using streamlit that classifies iris flowers , giving user 3 different option of machine learning model to use

smplify-x icon smplify-x

Expressive Body Capture: 3D Hands, Face, and Body from a Single Image

stock-prediction-portfolio-optimization icon stock-prediction-portfolio-optimization

A Streamlit based application to predict future Stock Price and pipeline to let anyone train their own multiple Machine Learning models on multiple stocks to generate Buy/Sell signals. This is a WIP and I will keep on adding new ideas to this in future.

traffic-net icon traffic-net

A dataset of traffic, fire and accident images for training deep learning models.

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