Open Calls for Papers/Participation
- Third Workshop on Seeking Low-Dimensionality in Deep Neural Networks (SLowDNN), Jan 2023
- ICLR 2023 Workshop on Sparsity in Neural Networks: On practical limitations and tradeoffs between sustainability and efficiency, May 2023
- ICASSP 2023 Special Session on Unsupervised Deep Learning of Image Priors for Inverse Problems, Jun 2023
VITA In the Press (selected)
- IEEE Computer Magazine: "Virtual Roundtable Interview: Efficient Computer Vision for Embedded Systems", Apr 2022
- NSF News: "Accelerating Neural Architecture Search with Theory-Grounded, Training-Free Metrics", Mar 2022
- Quanta Magazine: "Will Transformers Take Over Artificial Intelligence?", Mar 2022
- UT Engineering News: "5 Questions with Cockrell’s Newest Machine Learning and Artificial Intelligence Expert, Atlas Wang", Mar 2021
- IDG Connect: "Reducing energy use in neural networks", Jan 2021
- MIT News: "Shrinking massive neural networks used to model language", Dec 2020
- US Army Research Lab selected our work as No. 3 in US ARL’s “10 Coolest Techniques” of the year [Video Demo], Oct 2020
- Tech Xplore: "Fooling deep neural networks for object detection with adversarial 3-D logos", Jul 2020
- Synced AI Technology & Industry Review: "AutoML + GAN = AutoGAN! AI can now design better GAN models than humans", Aug 2019
- Adobe Research Blog: "Smart home? Adversarial machine learning could protect your privacy", Nov 2018
Datasets
- Multi-purpose Real Haze Benchmark (A2I2-Haze) dataset [Webpage]
- IEEE TPAMI'20 + ECCV'18, Privacy attributes in HMDB51 (PA-HMDB51) dataset [Webpage]
- IJCV'20 + CVPR'19, Multi-Purpose Image Deraining (MPID) dataset [Webpage]
- IEEE TIP'19, REalistic Single Image DEhazing (RESIDE) dataset [Webpage]
- ACM MM'15, Adobe Visual Font Recognition (VFR) dataset [Webpage]
Courses
Codes
Other Softwares
- Our three popular image enhancement algorithms: AOD-Net, EnlightenGAN, and DeblurGAN-V2, are included into the open-source GNU Image Manipulation Program toolbox (GIMP-ML), as deep-dehazing, enlighten, and deblur plugins
- DeblurGAN- V2 is also implemented by Intel OpenVINO toolkit
- 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] [Webpage]
