Aditya Arora's starred repositories
pixel2style2pixel
Official Implementation for "Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation" (CVPR 2021) presenting the pixel2style2pixel (pSp) framework
Focal-Transformer
[NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"
segformer-pytorch
Implementation of Segformer, Attention + MLP neural network for segmentation, in Pytorch
pytorch-distributed-training
Simple tutorials on Pytorch DDP training
FNet-pytorch
Unofficial implementation of Google's FNet: Mixing Tokens with Fourier Transforms
automatic-integration
Official repo for AutoInt: Automatic Integration for Fast Neural Volume Rendering in CVPR 2021
ImageProcessingTransformer
Third party Pytorch implement of Image Processing Transformer (Pre-Trained Image Processing Transformer arXiv:2012.00364v2)
A-Hierarchical-Transformation-Discriminating-Generative-Model-for-Few-Shot-Anomaly-Detection
Official pytorch implementation of the paper: "A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection"
multi-task-defocus-deblurring-dual-pixel-nimat
Reference github repository for the paper "Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning". We propose a single-image deblurring network that incorporates the two sub-aperture views into a multitask framework. Specifically, we show that jointly learning to predict the two DP views from a single blurry input image improves the network’s ability to learn to deblur the image. Our experiments show this multi-task strategy achieves +1dB PSNR improvement over state-of-the-art defocus deblurring methods. In addition, our multi-task framework allows accurate DP-view synthesis (e.g., ~ 39dB PSNR) from the single input image. These high-quality DP views can be used for other DP-based applications, such as reflection removal. As part of this effort, we have captured a new dataset of 7,059 high-quality images to support our training for the DP-view synthesis task.
REVIDE_Dataset
The first REal-world VIdeo DEhazing dataset(REVIDE).
colour_transfer_MKL
Python implementation of colour transfer algorithm based on linear Monge-Kantorovitch solution