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Greatest papers with code

GIMP-ML: Python Plugins for using Computer Vision Models in GIMP

27 Apr 2020kritiksoman/GIMP-ML

Apart from these, several image manipulation techniques using these plugins have been compiled and demonstrated in the YouTube channel (https://youtube. com/user/kritiksoman) with the objective of demonstrating the use-cases for machine learning based image modification.

COLORIZATION DEBLURRING DENOISING IMAGE INPAINTING IMAGE MANIPULATION IMAGE SUPER-RESOLUTION MONOCULAR DEPTH ESTIMATION SEMANTIC SEGMENTATION SINGLE IMAGE DEHAZING VIDEO FRAME INTERPOLATION

Densely Connected Pyramid Dehazing Network

CVPR 2018 hezhangsprinter/DCPDN

We propose a new end-to-end single image dehazing method, called Densely Connected Pyramid Dehazing Network (DCPDN), which can jointly learn the transmission map, atmospheric light and dehazing all together.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

FFA-Net: Feature Fusion Attention Network for Single Image Dehazing

18 Nov 2019zhilin007/FFA-Net

The FFA-Net architecture consists of three key components: 1) A novel Feature Attention (FA) module combines Channel Attention with Pixel Attention mechanism, considering that different channel-wise features contain totally different weighted information and haze distribution is uneven on the different image pixels.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing

ICCV 2019 proteus1991/GridDehazeNet

The proposed hazing method does not rely on the atmosphere scattering model, and we provide an explanation as to why it is not necessarily beneficial to take advantage of the dimension reduction offered by the atmosphere scattering model for image dehazing, even if only the dehazing results on synthetic images are concerned.

DIMENSIONALITY REDUCTION IMAGE DEHAZING IMAGE RELIGHTING SINGLE IMAGE DEHAZING

Cycle-Dehaze: Enhanced CycleGAN for Single Image Dehazing

14 May 2018engindeniz/Cycle-Dehaze

In this paper, we present an end-to-end network, called Cycle-Dehaze, for single image dehazing problem, which does not require pairs of hazy and corresponding ground truth images for training.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

Improved Techniques for Learning to Dehaze and Beyond: A Collective Study

30 Jun 2018guanlongzhao/dehaze

Here we explore two related but important tasks based on the recently released REalistic Single Image DEhazing (RESIDE) benchmark dataset: (i) single image dehazing as a low-level image restoration problem; and (ii) high-level visual understanding (e. g., object detection) of hazy images.

IMAGE DEHAZING IMAGE RESTORATION OBJECT DETECTION SINGLE IMAGE DEHAZING

Underwater Single Image Color Restoration Using Haze-Lines and a New Quantitative Dataset

4 Nov 2018danaberman/underwater-hl

The attenuation depends both on the water body and the 3D structure of the scene, making color restoration difficult.

IMAGE DEHAZING IMAGE ENHANCEMENT SINGLE IMAGE DEHAZING

Feature Forwarding for Efficient Single Image Dehazing

19 Apr 2019pmm09c/ntire-dehazing

Haze degrades content and obscures information of images, which can negatively impact vision-based decision-making in real-time systems.

DECISION MAKING IMAGE CROPPING IMAGE DEHAZING SINGLE IMAGE DEHAZING SUPER-RESOLUTION

Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images

5 Apr 2019pmm09c/ntire-dehazing

Characterized by dense and homogeneous hazy scenes, Dense-Haze contains 33 pairs of real hazy and corresponding haze-free images of various outdoor scenes.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

Contrastive Learning for Compact Single Image Dehazing

19 Apr 2021GlassyWu/AECR-Net

In this paper, we propose a novel contrastive regularization (CR) built upon contrastive learning to exploit both the information of hazy images and clear images as negative and positive samples, respectively.

IMAGE DEHAZING SINGLE IMAGE DEHAZING