I am interested in solving real world problems using computer vision and machine learning. At Adobe, I work on research and tech transfer projects related to deep learning, image processing and intelligent systems. Before joining Adobe, I studied computer vision with Prof. Stan Sclaroff at Boston University and got my PhD in 2016.
[CV] [Google Scholar] [LinkedIn] [My Old Website]
Contact: jianmzha AT adobe.com
News
- [02/20/2018] Two papers get accepted at CVPR.
- [01/23/2018] The Select Subject feature is shipped in Photoshop CC, which is my first major tech transfer in Adobe flagship products. Media coverage: [PetaPixel], [TechCrunch], [Engaget].
- [01/09/2018] Our paper on object segmentation ambiguity is accepted at IJCV. [arXiv]
- [12/16/2017] The journal version of our Excitation Backprop work is accepted at IJCV.
Selected Publications
PhD Thesis
- Visual Saliency Computation for Image Analysis. Boston University, 2016. [PDF]
Journals
- Danna Gurari, Kun He, Bo Xiong, Jianming Zhang, Mehrnoosh Sameki, Suyog Dutt Jain, Stan Sclaroff, Margrit Betke, Kristen Grauman. “Predicting Foreground Object Ambiguity and Efficiently Crowdsourcing the Segmentation (s)”. International Journal of Computer Vision (IJCV), 2018. [Pub] [arXiv]
- Jianming Zhang, Sarah Adel Bargal, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Stan Sclaroff. “Top-down Neural Attention by Excitation Backprop”. International Journal of Computer Vision (IJCV), 2018. [Pub] [Project Page]
- Jianming Zhang, Shugao Ma, Mehrnoosh Sameki, Stan Sclaroff, Margrit Betke, Zhe Lin, Xiaohui Shen, Brian Price and Radomír Měch. “Salient Object Subitizing”. International Journal of Computer Vision (IJCV), 2017. [Pub] [Project Page]
- Shugao Ma , Jianming Zhang, Leonid Sigal, Nazli Ikizler-Cinbis and Stan Sclaroff. “Space-Time Tree Ensemble for Action Recognition”. International Journal of Computer Vision (IJCV), 2017. [Pub]
- Shugao Ma, Sarah Adel Bargal, Jianming Zhang, Leonid Sigal, Stan Sclaroff. “Do Less and Achieve More: Training CNNs for Action Recognition Utilizing Action Images from the Web”. Pattern Recognition, 2017. [arXiv] [Project Page]
- Jianming Zhang and Stan Sclaroff. “Exploiting Surroundedness for Saliency Detection: A Boolean Map Approach”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016. [PDF] [Supp] [Project Page]
Conferences
- Zijun Wei, Jianming Zhang, Min Hoai, Xiaohui Shen, Zhe Lin, Radomir Mech and Dimitris Samaras. “Good View Hunting: Learning Photo Composition from Dense View Pairs”. In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. [PDF] [Project Page]
- Sarah Adel Bargal*, Andrea Zunino*, Donghyun Kim, Jianming Zhang, Vittorio Murino, Stan Sclaroff. “Excitation Backprop for RNNs.” In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. [PDF] [Code]
- Filip Malmberg, Robin Strand, Jianming Zhang, Stan Sclaroff. “The Boolean Map Distance: Theory and Efficient Computation”. In Proc. International Conference on Discrete Geometry for Computer Imagery (DGCI), 2017. [Pub]
- Vasili Ramanishka, Abir Das, Jianming Zhang, Kate Saenko. “Top-down Visual Saliency Guided by Captions”. In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. [PDF] [Project Page]
- Jianming Zhang, Zhe Lin, Jonathan Brandt, Xiaohui Shen, Stan Sclaroff. “Top-down Neural Attention by Excitation Backprop”. In Proc. European Conference on Computer Vision (ECCV), 2016. (oral) [PDF] [Supp] [Project Page]
- Jianming Zhang, Stan Sclaroff, Zhe Lin, Xiaohui Shen, Brian Price and Radomír Měch. “Unconstrained Salient Object Detection via Proposal Subset Optimization”. In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016. (spotlight) [PDF] [Supp] [Project Page]
- Jianming Zhang, Stan Sclaroff, Zhe Lin, Xiaohui Shen, Brian Price and Radomír Měch. “Minimum Barrier Salient Object Detection at 80 FPS”. In Proc. IEEE International Conference on Computer Vision (ICCV), 2015. (oral) [PDF] [Project Page]
- Jianming Zhang, Shugao Ma, Mehrnoosh Sameki, Stan Sclaroff, Margrit Betke, Zhe Lin, Xiaohui Shen, Brian Price and Radomír Měch. “Salient Object Subitizing”. In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015. [PDF] [Supp] [Project Page]
- Jianming Zhang, Shugao Ma and Stan Sclaroff. “MEEM: Robust Tracking via Multiple Experts using Entropy Minimization”. In Proc. European Conference on Computer Vision (ECCV), 2014. [PDF] [Supp] [Project Page]
- Jianming Zhang and Stan Sclaroff. “Saliency Detection: A Boolean Map Approach”. In Proc. IEEE Internetional Conference on Computer Vision (ICCV), 2013. [PDF] [Project Page]
- Shugao Ma, Jianming Zhang, Nazli Ikizler-Cinbis and Stan Sclaroff. “Action Recognition and Localization by Hierarchical Space-Time Segments”. In Proc. IEEE Internetional Conference on Computer Vision (ICCV), 2013. [PDF] [Project Page]
- Jianming Zhang, Liliana Lo Presti and Stan Sclaroff, “Online Multi-Person Tracking by Tracker Hierarchy”. In Proc. IEEE Conference on Advanced Video and Signal Based Surveillance (AVSS), 2012. [PDF] [Project Page]
Patents
- Semantic Class Localization in Images (US 9846840)
- Generating Image Features Based on Robust Feature-Learning (US 9830526)
- Accurate Tag Relevance Prediction for Image Search (Pending, International)
- Image Zooming (US 9805445)
- Image Cropping Suggestion Using Multiple Saliency Maps (US 9626584)
- Saliency Map Computation (US 9454712)
Tech Transfer Highlights
- Select Subject in Photoshop CC 2018 [Youtube]. Deep learning based salient object detection with high boundary accuracy. This is one of the first few Sensei powered features in Adobe flagship products. I designed and developed the deep learning algorithm behind this feature. Media coverage: [PetaPixel], [TechCrunch], [Engaget].
- Auto Selection in Photoshop Elements 2018 [Youtube]. Deep learning based interactive image segmentation. I designed and developed the deep learning algorithm behind this feature.
Former Interns
- Kang Hao, Purdue University, 2018
- Lijun Wang, Dalian University of Technology, 2017.
- Jianan Li, NUS, 2017.
- Zhe Wang, UC Irvine, 2017.
- Rameswar Panda, UC Riverside, 2017.
- Wei-Chih (Wayne) Hung, UC Merced, 2017.
- Zijun Wei, Stony Brook University, 2017.