619 citations · 2.4k across the 46 of their papers we have counts for
8 papers · 1 filter
DeepLens: Shallow Depth Of Field From A Single Image
Lijun Wang, Xiaohui Shen, Jianming Zhang +5
We aim to generate high resolution shallow depth-of-field (DoF) images from a single all-in-focus image with controllable focal distance and aperture size. To achieve this, we prop…
Concept Mask: Large-Scale Segmentation from Semantic Concepts
Yufei Wang, Zhe Lin, Xiaohui Shen +2
Existing works on semantic segmentation typically consider a small number of labels, ranging from tens to a few hundreds. With a large number of labels, training and evaluation of…
A Modulation Module for Multi-task Learning with Applications in Image Retrieval
Xiangyun Zhao, Haoxiang Li, Xiaohui Shen +2
Multi-task learning has been widely adopted in many computer vision tasks to improve overall computation efficiency or boost the performance of individual tasks, under the assumpti…
Free-Form Image Inpainting with Gated Convolution
Jiahui Yu, Zhe Lin, Jimei Yang +3
We present a generative image inpainting system to complete images with free-form mask and guidance. The system is based on gated convolutions learned from millions of images witho…
Towards Interpretable Face Recognition
Bangjie Yin, Luan Tran, Haoxiang Li +2
Deep CNNs have been pushing the frontier of visual recognition over past years. Besides recognition accuracy, strong demands in understanding deep CNNs in the research community mo…
Look into Person: Joint Body Parsing & Pose Estimation Network and A New Benchmark
Xiaodan Liang, Ke Gong, Xiaohui Shen +1
Human parsing and pose estimation have recently received considerable interest due to their substantial application potentials. However, the existing datasets have limited numbers…