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Ratnajit Mukherjee's Projects

curvygammas icon curvygammas

A demo project showing the effect of Gamma Curves on Images

efficient-segmentation-networks icon efficient-segmentation-networks

Lightweight models for real-time semantic segmentationon PyTorch (include SQNet, LinkNet, SegNet, UNet, ENet, ERFNet, EDANet, ESPNet, ESPNetv2, LEDNet, ESNet, FSSNet, CGNet, DABNet, Fast-SCNN, ContextNet, FPENet, etc.)

emotionclassification_fer2013 icon emotionclassification_fer2013

Emotion classification has always been a very challenging task in Computer Vision. Using the SSD object detection algorithm to extract the face in an image and using the FER 2013 released by Kaggle, this project couples a deep learning based face detector and an emotion classification DNN to classify the six/seven basic human emotions.

flarecamerahdrsolution icon flarecamerahdrsolution

Solution to extract (debayer) multiple exposures from Flare (IO Industries) cameras and merge them into HDRs.

hdrcnn icon hdrcnn

HDR image reconstruction from a single exposure using deep CNNs

keras-centernet icon keras-centernet

A Keras implementation of CenterNet with pre-trained model (unofficial)

ssd_keras icon ssd_keras

A Keras port of Single Shot MultiBox Detector

thetinyimagenetproject icon thetinyimagenetproject

The Tiny ImageNet project started as a complementary real-life classification problem with Stanford Computer Vision Course CS231n whereby the project consists of a subset of the ImageNet dataset and a competitive chart is maintained.

ucshdrvideocomp icon ucshdrvideocomp

Uniform Color Space based HDR video compression: This repository contains the code for a novel HDR video compression algorithm which has been proposed to compress HDR video frames to codec suitable YUV files which can be compressed using 10-bit video codecs (x264/x265/AV1)

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