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Omid Nejati's Projects

apr icon apr

[ICCV 2021] Amplitude-Phase Recombination: Rethinking Robustness of Convolutional Neural Networks in Frequency Domain

auto-attack icon auto-attack

Code relative to "Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks"

befunet icon befunet

A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation

cat icon cat

Official implement of "CAT: Cross Attention in Vision Transformer".

dilated_unet icon dilated_unet

Dilated-UNet: A Fast and Accurate Medical Image Segmentation

locality-in-locality icon locality-in-locality

Robust Transformer with Locality Inductive Bias and Feature Normalization (JESTECH 2023)

medvit icon medvit

MedViT: A Robust Vision Transformer for Generalized Medical Image Classification (Computers in Biology and Medicine 2023)

randconv icon randconv

Code for ICLR2021 paper "Robust and Generalizable Visual Representation Learning via Random Convolutions"

swin-transformer-object-detection icon swin-transformer-object-detection

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows" on Object Detection and Instance Segmentation.

tog icon tog

Adversarial Objectness Gradient Attacks on Real-time Object Detection Systems

vit-pytorch icon vit-pytorch

Pytorch reimplementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale)

xcit icon xcit

Official code Cross-Covariance Image Transformer (XCiT)

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