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ashishrmenon's Projects

continual-learning icon continual-learning

PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.

detectron2 icon detectron2

Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.

gans-objective-implementation-application icon gans-objective-implementation-application

This repo aims at understanding GAN, provides a small derivation of Generator and Discriminator and provides some of the outputs of its use cases seen in pathology images and Context encoders (inpainting)

gardner2019 icon gardner2019

reproduce of paper Deep Parametric Indoor Lighting Estimation

implementations icon implementations

This Repository Shows some of the Deep-Learning Implementations I implemented using pytorch framework, mostly focusing on GAN's for generation of synthetic data.

interactive-learning-for-assisting-whole-slide-image-annotation icon interactive-learning-for-assisting-whole-slide-image-annotation

This repo contains the implementation of an active learning strategy explored in the domain of Whole Slide Images. The proposed strategy achieves the state of the art results with limited amount of labelled data (5%). The proposed technique does this in an interactive setting without needing any labelled data upfront. We further show that the proposed technique is also useful in annotating tumorous regions of large sized WSIs with minimum expert involvement.

owod icon owod

(CVPR 2021 Oral) Open World Object Detection

paper-s-read icon paper-s-read

This Repository is intended to give a Summary of the papers that I have read focusing in the area of Medical Image Analysis, Applications of Deep Learning to Medical Images and Computer Vision

python_practice icon python_practice

Repository of jupyter notebook containing some python codes that I coded for practice purpose

siamese-triplet icon siamese-triplet

Siamese and triplet networks with online pair/triplet mining in PyTorch

test icon test

This is just to test how github works

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