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Similarity Search for Efficient Active Learning and Search of Rare Concepts

Jun 30, 2020
Cody Coleman, Edward Chou, Sean Culatana, Peter Bailis, Alexander C. Berg, Roshan Sumbaly, Matei Zaharia, I. Zeki Yalniz


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A Mask-RCNN Baseline for Probabilistic Object Detection

Aug 09, 2019
Phil Ammirato, Alexander C. Berg

* 2nd place in 1st PODC at CVPR 2019 

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IMP: Instance Mask Projection for High Accuracy Semantic Segmentation of Things

Jun 15, 2019
Cheng-Yang Fu, Tamara L. Berg, Alexander C. Berg


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Low-Power Computer Vision: Status, Challenges, Opportunities

Apr 15, 2019
Sergei Alyamkin, Matthew Ardi, Alexander C. Berg, Achille Brighton, Bo Chen, Yiran Chen, Hsin-Pai Cheng, Zichen Fan, Chen Feng, Bo Fu, Kent Gauen, Abhinav Goel, Alexander Goncharenko, Xuyang Guo, Soonhoi Ha, Andrew Howard, Xiao Hu, Yuanjun Huang, Donghyun Kang, Jaeyoun Kim, Jong Gook Ko, Alexander Kondratyev, Junhyeok Lee, Seungjae Lee, Suwoong Lee, Zichao Li, Zhiyu Liang, Juzheng Liu, Xin Liu, Yang Lu, Yung-Hsiang Lu, Deeptanshu Malik, Hong Hanh Nguyen, Eunbyung Park, Denis Repin, Liang Shen, Tao Sheng, Fei Sun, David Svitov, George K. Thiruvathukal, Baiwu Zhang, Jingchi Zhang, Xiaopeng Zhang, Shaojie Zhuo

* Preprint, Accepted by IEEE Journal on Emerging and Selected Topics in Circuits and Systems. arXiv admin note: substantial text overlap with arXiv:1810.01732 

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Low Power Inference for On-Device Visual Recognition with a Quantization-Friendly Solution

Mar 12, 2019
Chen Feng, Tao Sheng, Zhiyu Liang, Shaojie Zhuo, Xiaopeng Zhang, Liang Shen, Matthew Ardi, Alexander C. Berg, Yiran Chen, Bo Chen, Kent Gauen, Yung-Hsiang Lu

* Accepted At The 2nd Workshop on Machine Learning on the Phone and other Consumer Devices (MLPCD 2) 

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RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free

Jan 10, 2019
Cheng-Yang Fu, Mykhailo Shvets, Alexander C. Berg


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2018 Low-Power Image Recognition Challenge

Oct 03, 2018
Sergei Alyamkin, Matthew Ardi, Achille Brighton, Alexander C. Berg, Yiran Chen, Hsin-Pai Cheng, Bo Chen, Zichen Fan, Chen Feng, Bo Fu, Kent Gauen, Jongkook Go, Alexander Goncharenko, Xuyang Guo, Hong Hanh Nguyen, Andrew Howard, Yuanjun Huang, Donghyun Kang, Jaeyoun Kim, Alexander Kondratyev, Seungjae Lee, Suwoong Lee, Junhyeok Lee, Zhiyu Liang, Xin Liu, Juzheng Liu, Zichao Li, Yang Lu, Yung-Hsiang Lu, Deeptanshu Malik, Eunbyung Park, Denis Repin, Tao Sheng, Liang Shen, Fei Sun, David Svitov, George K. Thiruvathukal, Baiwu Zhang, Jingchi Zhang, Xiaopeng Zhang, Shaojie Zhuo

* 13 pages, workshop in 2018 CVPR, competition, low-power, image recognition 

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Target Driven Instance Detection

Jul 17, 2018
Phil Ammirato, Cheng-Yang Fu, Mykhailo Shvets, Jana Kosecka, Alexander C. Berg


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Meta-Tracker: Fast and Robust Online Adaptation for Visual Object Trackers

Mar 19, 2018
Eunbyung Park, Alexander C. Berg

* Code: https://github.com/silverbottlep/meta_trackers 

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Combining Multiple Cues for Visual Madlibs Question Answering

Feb 07, 2018
Tatiana Tommasi, Arun Mallya, Bryan Plummer, Svetlana Lazebnik, Alexander C. Berg, Tamara L. Berg

* submitted to IJCV -- under review 

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Synthesizing Training Data for Object Detection in Indoor Scenes

Sep 08, 2017
Georgios Georgakis, Arsalan Mousavian, Alexander C. Berg, Jana Kosecka

* Added more experiments and link to project webpage 

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Video Highlight Prediction Using Audience Chat Reactions

Jul 26, 2017
Cheng-Yang Fu, Joon Lee, Mohit Bansal, Alexander C. Berg

* EMNLP 2017 

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Transformation-Grounded Image Generation Network for Novel 3D View Synthesis

Mar 08, 2017
Eunbyung Park, Jimei Yang, Ersin Yumer, Duygu Ceylan, Alexander C. Berg

* To appear in CVPR 2017 

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A Dataset for Developing and Benchmarking Active Vision

Mar 03, 2017
Phil Ammirato, Patrick Poirson, Eunbyung Park, Jana Kosecka, Alexander C. Berg

* To appear at ICRA 2017 

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DSSD : Deconvolutional Single Shot Detector

Jan 23, 2017
Cheng-Yang Fu, Wei Liu, Ananth Ranga, Ambrish Tyagi, Alexander C. Berg


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SSD: Single Shot MultiBox Detector

Dec 29, 2016
Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, Alexander C. Berg

* ECCV 2016 

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Fast Single Shot Detection and Pose Estimation

Sep 19, 2016
Patrick Poirson, Phil Ammirato, Cheng-Yang Fu, Wei Liu, Jana Kosecka, Alexander C. Berg


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When was that made?

Aug 12, 2016
Sirion Vittayakorn, Alexander C. Berg, Tamara L. Berg


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Solving Visual Madlibs with Multiple Cues

Aug 11, 2016
Tatiana Tommasi, Arun Mallya, Bryan Plummer, Svetlana Lazebnik, Alexander C. Berg, Tamara L. Berg

* accepted at BMVC 2016 

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Modeling Context in Referring Expressions

Aug 10, 2016
Licheng Yu, Patrick Poirson, Shan Yang, Alexander C. Berg, Tamara L. Berg

* 19 pages, 6 figures, in ECCV 2016; authors, references and acknowledgement updated 

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Learning to decompose for object detection and instance segmentation

May 11, 2016
Eunbyung Park, Alexander C. Berg

* ICLR 2016 Workshop 

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Piecewise Linear Activation Functions For More Efficient Deep Networks

Dec 07, 2015
Cheng-Yang Fu, Alexander C. Berg

* Withdrawn by arXiv admins 

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ParseNet: Looking Wider to See Better

Nov 19, 2015
Wei Liu, Andrew Rabinovich, Alexander C. Berg

* ICLR 2016 submission 

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Visual Madlibs: Fill in the blank Image Generation and Question Answering

May 31, 2015
Licheng Yu, Eunbyung Park, Alexander C. Berg, Tamara L. Berg

* 10 pages; 8 figures; 4 tables 

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ImageNet Large Scale Visual Recognition Challenge

Jan 30, 2015
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, Alexander C. Berg, Li Fei-Fei

* 43 pages, 16 figures. v3 includes additional comparisons with PASCAL VOC (per-category comparisons in Table 3, distribution of localization difficulty in Fig 16), a list of queries used for obtaining object detection images (Appendix C), and some additional references 

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