singlasahil14/resnet-exps

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Python
Created about 7 years ago
Updated about 7 years ago

singlasahil14/resnet-exps

singlasahil14

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Experiments with center loss function for image classification on resnet architecture

sortpool2d

A new kind of pooling layer for faster and sharper convergence

salient_imagenet

Code for the ICLR 2022 paper. Salient Imagenet: How to discover spurious features in deep learning?

Jupyter Notebook

style-transfer

style transfer code for generating stylized images using content and style loss from different layers, from different loss networks (vgg-16, vgg-19, inception-v1, inception-v2, inception-v3 trained on imagenet, inception-v3 trained on openimages, inception-v4

barlow

Code for the CVPR 2021 paper: Understanding Failures of Deep Networks via Robust Feature Extraction

Jupyter Notebook

orthogonal-convolution

Github repo for my experiments with the orthogonal convolution idea

loss-exps

Experiments with different loss functions for image classification

SOC

Code for the ICML 2021 and ICLR 2022 papers: Skew Orthogonal Convolutions, Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100

CASO

code for the paper https://arxiv.org/abs/1902.00407

CONV-SV

A fast and efficient way to compute a differentiable bound on the singular values of convolution layers

word-language-model

word-language-model imported and modified from pytorch-examples

improved_l2_robustness

fantastic-four

Code for the ICLR paper: https://openreview.net/forum?id=JCRblSgs34Z

so-robust

Code for ICML paper "Second-Order Provable Defenses against Adversarial Attacks"

sparse-convolution

Code for sparse convolution written in C++

singlasahil14.github.io

char-rnn

data-augmentation

Code for fast data augmentation