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Preyas Garg's Projects

bag-of-visual-words icon bag-of-visual-words

Bag of visual words (BOVW) is commonly used in image classification. Its concept is adapted from information retrieval and NLP’s bag of words (BOW).

cifar-10 icon cifar-10

Bag-of-visual words approach (SIFT/SURF + K-means + SVM/Logistic Regression/KNN)

complete-placement-preparation icon complete-placement-preparation

This repository consists of all the material required for cracking the coding rounds and technical interviews during placements.

dcgan-tensorflow icon dcgan-tensorflow

A Tensorflow implementation of Deep Convolutional Generative Adversarial Networks trained on Fashion-MNIST, CIFAR-10, etc.

deepfocus icon deepfocus

DeepFocus: Learned Image Synthesis for Computational Displays

detectron icon detectron

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

draw icon draw

TensorFlow Implementation of "DRAW: A Recurrent Neural Network For Image Generation"

eecs442-image-stitching icon eecs442-image-stitching

Harris corner detector is used to find the region of interest. SIFT descriptor is used to generate fingerprint around the interest point. RANSAC algorithm is used to fit the Homography Transform model.

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

face-api.js icon face-api.js

JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js

face2face-demo icon face2face-demo

pix2pix demo that learns from facial landmarks and translates this into a face

face_recognition icon face_recognition

A light weight face recognition implementation using a pre-trained facenet model

facerec icon facerec

Implements face recognition algorithms for MATLAB/GNU Octave and Python.

gan_stability icon gan_stability

Code for paper "Which Training Methods for GANs do actually Converge? (ICML 2018)"

gans-tensorflow icon gans-tensorflow

Implemented vanilla GAN, LSGAN and DCGAN on MNIST -part of the assignment of cs231n-2017.

houghcircles icon houghcircles

Implementation of hough transform algorithm for detecting circular objects in a given image

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