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hjc1009jin's Projects

bimef icon bimef

Code and data for the research paper "A Bio-Inspired Multi-Exposure Fusion Framework for Low-light Image Enhancement" (Submitted to IEEE Transactions on Cybernetics)

enlightengan icon enlightengan

[Preprint] "EnlightenGAN: Deep Light Enhancement without Paired Supervision"

exclusively-dark-image-dataset icon exclusively-dark-image-dataset

Exclusively Dark (ExDARK) dataset which to the best of our knowledge, is the largest collection of low-light images taken in very low-light environments to twilight (i.e 10 different conditions) to-date with image class and object level annotations.

kair icon kair

Image Restoration Toolbox (PyTorch). Training and testing codes for DnCNN, FFDNet, SRMD, DPSR, MSRResNet, ESRGAN, IMDN

kind icon kind

Kindling the Darkness: a Practical Low-light Image Enhancer

mbllen icon mbllen

Code for “MBLLEN: Low-light Image/Video Enhancement Using CNNs”, BMVC 2018.

models icon models

Models and examples built with TensorFlow

single-image-dehazing-four-methods icon single-image-dehazing-four-methods

On the one hand, this project used two classic algorithm of contrast enhancement, homomorphic filtering and contrast limited adaptive histogram equalization to accomplish the task of image dehazing. On the other hand, from the perspective of degradation model, this project used two methods based on Dark Channel Prior algorithm.

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

tflearn icon tflearn

Deep learning library featuring a higher-level API for TensorFlow.

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