Image Processing Projects

Anisotropic Guided Filtering

Abstract: The guided filter and its derivatives are widely used in image processing and computer vision due to their low complexity and good edge-preservation. Despite this success, the guided filter variants cannot handle more aggressive…

Image Processing Projects

An Underwater Image Enhancement Benchmark Dataset and Beyond

Abstract: Marine engineering and aquatic robotics have made underwater image enhancement popular. Recently, many underwater image enhancement algorithms have been proposed. These algorithms are mostly tested on synthetic datasets or a few real-world images. Thus,…

Image Processing Projects

All-Pass Parametric Image Registration

Abstract: Many practical applications requiring multiple related images require image registration. This project proposes a method to handle geometric and intensity transformations in image registration. Modifying an accurate and fast elastic registration algorithm (Local All-Pass-LAP)…

Image Processing Projects

A Wave-Shaped Deep Neural Network for Smoke Density Estimation

Abstract: Smoke density estimation from a single image is a novel, ill-posed problem. We propose a wave-shaped neural network, W-Net, by stacking convolutional encoder-decoder structures. Stacking encoder-decoders directly increases network depth, expanding receptive fields for…