1 Star 0 Fork 0

seasky100 / FUnIE-GAN11

Create your Gitee Account
Explore and code with more than 6 million developers,Free private repositories !:)
Sign up
Clone or download
Cancel
Notice: Creating folder will generate an empty file .keep, because not support in Git
Loading...
README.md

TensorFlow and PyTorch implementations of the paper Fast Underwater Image Enhancement for Improved Visual Perception (RA-L 2020) and other GAN-based models.

funie-fig

Resources

Enhanced underwater imagery Improved detection and pose estimation
det-enh det-gif

FUnIE-GAN Features

  • Provides competitive performance for underwater image enhancement
  • Offers real-time inference on single-board computers
    • 48+ FPS on Jetson AGX Xavier, 25+ FPS on Jetson TX2
    • 148+ FPS on Nvidia GTX 1080
  • Suitable for underwater robotic deployments for enhanced vision

FUnIE-GAN Pointers

Underwater Image Enhancement: Recent Research and Resources

2019

Paper Theme Code Data
Multiscale Dense-GAN Residual multiscale dense block as generator
Fusion-GAN FGAN-based model, loss function formulation U45
UDAE U-Net denoising autoencoder
VDSR ResNet-based model, loss function formulation
JWCDN Joint wavelength compensation and dehazing
AWMD-Cycle-GAN Adaptive weighting for multi-discriminator training
WAug Encoder-Decoder Encoder-decoder module with wavelet pooling and unpooling GitHub
Water-Net Dataset and benchmark GitHub UIEB

2017-18

Paper Theme Code Data
UGAN Several GAN-based models, dataset formulation GitHub Uw-imagenet
Underwater-GAN Loss function formulation, cGAN-based model
LAB-MSR Multi-scale Retinex-based framework
Water-GAN Data generation from in-air image and depth pairings GitHub MHL, Field data
UIE-Net CNN-based model for color correction and haze removal

Non-deep Models

Reviews, Metrics, and Benchmarks

Comments ( 0 )

Sign in for post a comment

About

Cancel

Releases

No release

Contributors

All

Activities

load more
can not load any more
1
https://gitee.com/seasky100/fun-ie-gan11.git
git@gitee.com:seasky100/fun-ie-gan11.git
seasky100
fun-ie-gan11
FUnIE-GAN11
master

Search

105716 1d94204e 1850385 105716 2d26be5c 1850385