MIRNet

Tensorflow implementation of the MIRNet architecture as proposed by Learning Enriched Features for Real Image Restoration and Enhancement.

Lanuch Notebooks:

Wandb Logs: https://wandb.ai/19soumik-rakshit96/mirnet

TFLite Variant of MIRNet: https://github.com/sayakpaul/MIRNet-TFLite.

TFLite Models on Tensorflow Hub: https://tfhub.dev/sayakpaul/lite-model/mirnet-fixed/dr/1.

Tensorflow JS Variant of MIRNet: https://github.com/Rishit-dagli/MIRNet-TFJS.

Pre-trained Weights

Trained on 128x128 patches: https://drive.google.com/file/d/1sUlRD5MTRKKGxtqyYDpTv7T3jOW6aVAL/view?usp=sharing
Trained on 256x256 patches: https://drive.google.com/file/d/1sUlRD5MTRKKGxtqyYDpTv7T3jOW6aVAL/view?usp=sharing

Citation

@misc{
    2003.06792,
    Author = {Syed Waqas Zamir and Aditya Arora and Salman Khan and Munawar Hayat and Fahad Shahbaz Khan and Ming-Hsuan Yang and Ling Shao},
    Title = {Learning Enriched Features for Real Image Restoration and Enhancement},
    Year = {2020},
    Eprint = {arXiv:2003.06792},
}

Tensorflow implementation of MIRNet for Low-light image enhancement

Related tags

Overview

MIRNet

Pre-trained Weights

Citation

Owner

Soumik Rakshit

Boosting Adversarial Attacks with Enhanced Momentum (BMVC 2021)

This repository collects project-relevant Isabelle/HOL formalizations.

Official Implementation of SWAD (NeurIPS 2021)

FCOS: Fully Convolutional One-Stage Object Detection (ICCV'19)

As-ViT: Auto-scaling Vision Transformers without Training

Steer OpenAI's Jukebox with Music Taggers

Performant, differentiable reinforcement learning

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

coldcuts is an R package to automatically generate and plot segmentation drawings in R

Implementation of PersonaGPT Dialog Model

Code for training and evaluation of the model from "Language Generation with Recurrent Generative Adversarial Networks without Pre-training"

A curated list of long-tailed recognition resources.

Minimalistic PyTorch training loop

A Blender python script for getting asset browser custom preview images for objects and collections.

Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Recognition

Code accompanying the paper "Wasserstein GAN"

This is the code repository implementing the paper "TreePartNet: Neural Decomposition of Point Clouds for 3D Tree Reconstruction".

diablo2 resurrected loot filter

Optimizing Value-at-Risk and Conditional Value-at-Risk of Black Box Functions with Lacing Values (LV)

The official pytorch implementation of our paper "Is Space-Time Attention All You Need for Video Understanding?"