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Dr Yifan Liu's Projects

adelaidet icon adelaidet

AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.

auto_painter icon auto_painter

Recently, realistic image generation using deep neural networks has become a hot topic in machine learning and computer vision. Such an image can be generated at pixel level by learning from a large collection of images. Learning to generate colorful cartoon images from black-and-white sketches is not only an interesting research problem, but also a useful application in digital entertainment. In this paper, we investigate the sketch-to-image synthesis problem by using conditional generative adversarial networks (cGAN). We propose a model called auto-painter which can automatically generate compatible colors given a sketch. Wasserstein distance is used in training cGAN to overcome model collapse and enable the model converged much better. The new model is not only capable of painting hand-draw sketch with compatible colors, but also allowing users to indicate preferred colors. Experimental results on different sketch datasets show that the auto-painter performs better than other existing image-to-image methods.

canet icon canet

The code for paper "CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning"

carafe icon carafe

Unofficial implementation of CARAFE: Content-Aware ReAssembly of FEatures. Pure pytorch imp

coco icon coco

MS COCO API - http://mscoco.org/

cwd icon cwd

Channel-wise Distillation for Semantic Segmentation

dcp icon dcp

Code for “Discrimination-aware-Channel-Pruning-for-Deep-Neural-Networks”

denseaspp icon denseaspp

DenseASPP for Semantic Segmentation in Street Scenes

detectron2 icon detectron2

Detectron2 is FAIR's next-generation platform for object detection and segmentation.

diffuser icon diffuser

Code for the paper "Planning with Diffusion for Flexible Behavior Synthesis"

digits icon digits

Deep Learning GPU Training System

dorn_pytorch icon dorn_pytorch

PyTorch implementation of Deep Ordinal Regression Network for Monocular Depth Estimation

dvn icon dvn

dvn for semantic segmentation

edgenets icon edgenets

This repository contains the source code of our work on designing efficient CNNs for computer vision

emm-for-stock-prediction icon emm-for-stock-prediction

We propose a model to analyze sentiment of online stock forum and use the information to predict stock volatility in the Chinese market. By generating a sentimental dictionary, we analyze the sentimental tendencies of each post as sentiment indicators. Such sentimental information will be fused with market data for prediction based on Recurrent Neural Networks (RNNs). We manually labeled the sentiment of forum post and make the data public available for research. Empirical evidence shows that 8 of the 10 stocks perform better with sentimental indicators.

espnetv2 icon espnetv2

A light-weight, power efficient, and general purpose convolutional neural network

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

fchardnet icon fchardnet

Fully Convolutional HarDNet for Segmentation in Pytorch

fcos icon fcos

FCOS: Fully Convolutional One-Stage Object Detection

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