Datasets, Codes, Videos
IEEE TPAMI'19 (submission) + ECCV'18, Privacy attributes in HMDB51 (PA-HMDB51) dataset [Website]
the first and currently largest benchmark for privacy-preserving video action recognition. Released in June 2019.
CVPR'19, Multi-Purpose Image Deraining (MPID) dataset [Website]
the first and currently largest benchmark for image deraining research. Released in March 2019.
IEEE TIP'19, REalistic Single Image DEhazing (RESIDE) dataset [Website]
the first and currently largest benchmark for image dehazing research. Released in December 2017.
ACM MM'15, Adobe Visual Font Recognition (VFR) dataset [Link]
the first large-scale, fine-grained benchmark of font text images, for the task of font recognition and retrieval. Released in May 2015.
We embrace open-source! Our recent codes can be found at VITA Group GitHub Repository:
Some legacy code repos (that are elsewhere hosted):
IEEE TCSVT'19, Frank-Wolfe network for image restoration [GitHub]
ICML'19, Plug-and-play optimization with deep learning [GitHub]
Bioinformatics'19, DeepAffinity model for protein-compound affinity prediction [GitHub]
IEEE TMI'19, Convolutional sparse coding for compressed sensing CT [GitHub]
ICASSP'19, GAN-based data augmentation [GitHub]
KDD'18, Subspace deep network [GitHub]
IJCAI'18, Segmentation-aware denoising [GitHub]
IEEE TIP'17, Greedy batch-based minimum-cost flow tracking [GitHub]
ACII'17, Low-resolution facial expression recognition [GitHub]
BMVC'17, Transformed anti-sparse hashing [GitHub]
DeepFont, an Adobe Photoshop built-in feature, as one of its leading contributors [Official Photoshop manual]
Distributed Machine Learning (DML) ToolBox, as part of Microsoft Prajna.
Dehazing algorithms integrated in the Computer Vision Emergency Response (CVER) toolkit [by students Pritish Uplavikar and Ryan Wells]
Selected Talk Records
Georgia Tech Machine Learning Center Seminar (2019) "Learning to Optimize from Data: Faster, Better, and Guaranteed" [Video]
CVPR (2017), Tutorial on "Dealing with Reality: Low-Quality Visual Data Processing and Analytics" [Video]