Multimedia – 3D Video Research - EECS International Graduate
Transcription
Multimedia – 3D Video Research - EECS International Graduate
Multimedia – 3D Video Research Hsueh-Ming Hang 杭學鳴 Electronics Eng. Dept 電子工程系 National Chiao Tung Univ 國立交通大學 Hsinchu, TAIWAN Hsueh-Ming Hang 杭學鳴 1984: Ph.D. in EE, RPI (Rensselaer Polytechnic Inst), NY, USA 1976,1980: BS and MS, Chiao Tung Univ, Hsinchu 1991.11~: Nat’l Chiao-Tung Univ., Professor 2005.8~2006.8/2010.2~: NCTU, ECE College, Associate Dean 2006.8~2009.7: Nat’l Taipei Univ Tech, EECS College, Dean 1998.11~2004.7: NCTU, Telecom Research Center, Director 1984.6~1991.11: AT & T Bell Labs., USA; MTS 2008: IET Fellow 2002: IEEE Fellow 2000: IEEE Third Millennium Medal Associate Editor, IEEE Trans Image Processing (1992-1994, 2008-12), IEEE Circuits and Systems for Video Technology (1997-1999) Sept 2013 hmhang/EE, NCTU 2 Digital Media in Daily Life MP3 MPEG2 Sept 2013 JPEG MPEG4 JPEG MP3 MPEG4 hmhang/EE, NCTU 3 Matrix “Bullet – Time” -- 120 cameras Sept 2013 hmhang/EE, NCTU 4 Multi-View System Synthesize a “new” view at “any” 3D location from a given set of views – Virtual-view Synthesis Dense Camera Array: Disparity:5~40 pixels Virtual View Synthesis Sept 2013 hmhang/EE, NCTU 5 NCTU Virtual Studio (Hakka College) Sept 2013 hmhang/EE, NCTU 6 3D Scene Composition Implement Chroma key on 2 natural scenes! & X: 860 Y: 768 RGB: 124, 112, 70 X: 1381 Y: 944 RGB: 102, 106, 91 Sept 2013 hmhang/EE, NCTU 7 X: 860 Y: 768 RGB: 124, 112, 70 August 2013 hmhang/EE, NCTU 8 Some Lab Equipment 28-view Autostereoscopic 3D display 9-camera Array: synchronized PC cluster Sept 2013 9 hmhang/EE, NCTU Research Topics (1) Multimedia Algorithms (Standards!) -- 3-D video analysis, synthesis, and composition -- 3-D image/video quality assessment: human perceptual modeling (2) Multimedia Compression and Implementation -- HEVC (High Efficiency Video Coding, H.265) -- 3D-HEVC Sept 2013 10 hmhang/EE, NCTU Wanted! Background: S&S, DSP, Communication Skills: Programming, Algorithms, (Math) Self-motivated Self-study Write thesis, papers, .. Give oral reports Techniques in problem solving Knowledge in multimedia Sept 2013 11 hmhang/EE, NCTU Research Roadmap Driven by Network Benchmarking Lab (NBL): Deep Packet Inspection, Traffic Forensics, Embedded Benchmarking, Software Defined Networking (SDN) 林盈達 Ying-Dar Lin, IEEE Fellow Dept of Computer Science, NCTU ydlin@cs.nctu.edu.tw www.cs.nctu.edu.tw/~ydlin www.nbl.org.tw 9-14-2013 1 B.S., NTU-CSIE, 1988; Ph.D., UCLA-CS, 1993 Professor (1999~)/Associate Professor (1993~1999), NCTUCS; IEEE Fellow (2013) Founder and Director, III-NCTU Embedded Benchmarking Lab (EBL; www.ebl.org.tw), 2011~ Founder and Director, ITRI-NCTU Network Benchmarking Lab (NBL; www.nbl.org.tw), 2002~ Editorial Boards: IEEE Wireless Comm. (2013~), IEEE Transactions on Computers (2011~), IEEE Computer (2012~), IEEE Network (2011~), IEEE Communications Magazine – Network Testing Series (2010~), IEEE Communications Letters (2010~), Computer Communications (2010~), Computer Networks (2010~) , IEEE Communications Surveys and Tutorials (2008~), IEICE Transactions on Information and Systems (11/2011~), IEICE Transactions on Communications (5/2012~) CEO, Telecom Technology Center (www.ttc.org.tw), 7/2010~5/2011 Director, Computer and Network Center, NCTU, 2007~2010 Consultant, ICL/ITRI, 2002~2010 Visiting Scholar, Cisco, San Jose, 7/2007-7/2008 Director, Institute of Network Engineering, NCTU, 2005~2007 Co-Founder, L7 Networks Inc. (www.L7.com.tw), 2002 Areas of research interests Deep Packet Inspection Attack, virus, spam, porno, P2P Software, algorithm, hardware, SoC Real traffic, beta site, botnet Internet security and QoS Wireless communications Test technologies of switch, router, WLAN, security, VoIP, 4G/LTE and embedded systems Publications International journal: 92 International conference: 50 IETF Internet Draft: 1 Industrial articles: 153 Textbooks: 4 (Ying-Dar Lin, Ren-Hung Hwang, Fred Baker, Computer Networks: An Open Source Approach, McGraw-Hill, Feb 2011) Patents: 26 Tech transfers: 8 Well-cited paper: Multihop Cellular: A New Architecture for Wireless Communications, INFOCOM 2000, YD Lin and YC Hsu; #citations: 600; standardized into WLAN mesh, Bluetooth, WiMAX, and LTE-advanced 2 From Development to Research • Sources of research topics 1. Literature repository: minor improvement on existing or pseudo problems 2. Development projects: feasible solutions on real problems 3. Industrial discussions: real problems but not necessarily feasible solutions • D(development) R(research) Enabling resource: Linux Research is the non-trivial part within the development process. If I don’t know how to develop it, I would not research on it. • Roadmap and footprints: cable TV networks (1996-1999) multi-hop cellular (1998-2000) QoS (1998~2003) deep packet inspection (2004~2009) traffic forensics (2008~) embedded benchmarking (2011~) software defined networking (SDN, 2013~) 3 System Research with Three Side Products 7-in-1 Linux QoS Router Security L7 Inc. Development Gateway Startup Public Testing with a Magazine Network Benchmarking Lab (NBL) RealFlow Embedded Benchmarking Lab (EBL) 4G LTE Development Plane 1996 1998 2000 2002 QoS Cable TV Networks Multi-hop Cellular Research Plane Computer Networks: An Open Source Approach 2004 2008 2011 2012 2013 Deep Packet Inspection Traffic Forensics Embedded Benchmarking & 4G LTE 4 Development Plane: L7 Networks Inc. Computer Networks: An Open Source Approach Research Plane: QoS Deep Packet Inspection (DPI) THE BLUE TRACK 5 7-in-1 System Prototyping and Benchmarking • • • 7-in-1: VPN, Firewall, NAT, Routing, Content Filtering, Intrusion Detection, Bandwidth Management Launched a startup in 2002: L7 Networks Inc. Appeared in IEEE Communications Surveys & Tutorials, 3rd quarter 2002, http://speed.cis.nctu.edu.tw/~ydlin/wei.pdf LAN/DMZ WAN LAN/DMZ to WAN Outbound Traffic MAC Filter Redirect Y In-LAN Filter Policy Route Route Out-WAN Filter Y Out-LAN Filter IPsec VPN Bandwidth Mgt. Y FTP/POP3/SMTP/ Web/URL Filter with Many-to-One NAT Bandwidth Mgt. NAT Alerting System Intrusion Detection Y Route In-WAN Filter WAN to DMZ/LAN Inbound Traffic Redirect sniff Y deNAT IPsec deVPN 6 Ying-Dar Lin, Ren-Hung Hwang, Fred Baker, Computer Networks: An Open Source Approach, McGraw-Hill, Feb 2011. www.mhhe.com/lin; available now at amazon.com Facebook Q&A Communit: www.facebook.com/CNFBs ISBN: 0-07-337624-8 / 978-007-337624-0 Computer Networks: An Open Source Approach considers why a protocol, designed a specific way, is more important than how a protocol works. Key concepts and underlying principles are conveyed while explaining protocol behaviors. To further bridge the long-existing gap between design and implementation, it illustrates where and how protocol designs are implemented in Linux-based systems. A comprehensive set of fifty-six live open source implementations spanning across hardware (8B/10B, OFDM, CRC32, CSMA/CD, and crypto), driver (Ethernet and PPP), kernel (longest prefix matching, checksum, NAT, TCP traffic control, socket, shaper, scheduler, firewall, and VPN), and daemon (RIP/OSPF/BGP, DNS, FTP, SMTP/POP3/IMAP4, HTTP, SNMP, SIP, streaming, and P2P) are interleaved with the text. 7 7 Quotes from Reviewers: • • • • • • “The exposure to real life implementation details in this book is phenomenal... Definitely one of the better books written in the area of Computer Networks.” – Mahasweta Sarkar, San Diego State University “I have never seen a book giving such details on explaining the design and implementation of such practical systems...Those open source implementations are excellent demonstrations for practical networking systems.” – Fang Liu, University of Texas-Pan American “This is a solid textbook with strong emphasis on technical (implementation) details of computer network protocols.” – Oge Marques, Florida Atlantic University “Written by RFC and open source contributors, this book definitely is an authentic guide for network engineers.” – Wen Chen, Cisco Fellow “Interleaving designs and implementations into the same book bridges the longexisting gap and makes this an ideal text to teach from.” – Mario Gerla, University of California, Los Angeles “The sidebars of Historical Evolution and Principle in Action make the reading more enjoyable, while Performance Matters treat computer networking quantitatively.” – H. T. Kung, Harvard University 8 Development Plane: Network Benchmarking Lab (NBL) Embedded Benchmarking Lab (EBL) Broadband Mobile Lab (BML): 4G LTE Research Plane: Traffic Forensics Embedded Benchmarking & 4G LTE THE GREEN TRACK 9 NBL Solutions 編號 1 2 3 4 5 技術名稱 自動控制測試系統 - ACTS (Automatically Controlled Test System) 真實流量錄製與重播工具 – ILLT (In-Lab Live Testing) 真實流量資料庫 – PCAP Lib 測試涵蓋率分析與最佳化之技術 – Test Coverage Analysis and Optimization 惡意程式收集分析之工具與資料庫 – Malware Tool-chain and Malware Lib 6 無線區域網路流量與訊號之錄製與重播工具 – WLAN Capture and Replay of Traffic and Environment 7 第四代無線行動通訊之協定測試環境 – LTE Conformance and Interoperability Testing 8 第四代無線行動通訊之多重輸入出之測試環境與工具 – LTE MIMO OTA (Over-theAir) 9 手持裝置耗時耗電與穩定度之自動測試工具 – Android AKL (Automatic Key Logger) 10 NBL Industrial Customers 服務業界廠商超過100家、測試產品超過600件 11 A Spin-Off: EBL (Embedded Benchmarking Lab) AKL (stand-alone) Dynamic Multi-Level Profiler Cross Layer Bottleneck Detector Bottleneck Analyzer Android System H-Profile Power Measurer (System Level) Battery Use Extension (App Level) Power Memo (Function Level) 12 LTE 4-stage Testbeds • • • • Stage 1 eNB emulator Test purposes Conformance Test Design verification Stage 2 eNB/EPC of diff. vendors Test purposes Interoperability Test Capacity verification Stage 3 OTA chamber/channel emulator Test purposes Operator-IOT Performance test for mobile devices (CTIA) Stage 4 Experimental band in NCTU campus Test purposes Field Trials BetaSite 13 Software Defined Networking for Future Internet 14 Summary From development to research Embedded systems: performance, power consumption, GUI Network security: malware, APT (Advanced Persistent Threats) Wireless communications: 4G LTE, micro/macro-cell Software defined networking (SDN): architectures, test lab Fundamental problems in emerging areas Micro/macro-cell modeling: femto, relay, base stations SDN architecture modeling: mapping switches to controllers Serial/parallel multi-filter modeling: false positive/negative Optimal scheduling in cloud computing: 2-tier projects/ jobs Call for students Highly motivated Skillful in (1) hands-on, (2) writing, and/or (3) math Graduated and current international students: India, Ukraine, Vietnam, Thailand, Burkina Faso, El Salvador, etc. Lab locations: Lab 701 (701 EECS Building), NBL (601 EECS Building), LTE (103 EECS Building) 15 Research Overview Carrson C. Fung, Ph.D. Assistant Professor IMOD Group Communication Electronics and Signal Processing Lab (CommLab) Dept. of Electronics Engineering c.fung@ieee.org http://cwww.ee.nctu.edu.tw/~cfung IMOD Group Learn about modeling and optimal design for signal processing related problems Weekly group and joint group (with other CommLab members) meetings Recent funded projects Integrated project (2011 – 2013) (with 5 other professors) Individual project (2013 – 2014) Opportunistic transmission techniques for cooperative cognitive communications Coordinated and cooperative techniques for enhanced communications Possible summer internship abroad (dependent on performance and funding) Small group setting (1 M.S. + 1 Ph.D.) Possible to get jobs with skills you learned in my group Skills that employers desire and cannot be easily replaced http://cwww.ee.nctu.edu.tw/~cfung When can I transmit?? When can I transmit?? 2 Current Scope of Research Signal processing research Robust detection and classification Applications include radar, intruder detection, cognitive sensing “Channel” model mismatch, noisy signal Parametric vs. non-parametric (clustering) One vs. many sensors Centralized vs. distributed Flexible radio network F1 W1 Signal processing for communications Training sequence design for channel estimation Fp3 Wp3 Quantized design Channel parameters mismatch Interference mitigation (greedy/selfish) and management (cooperative) primary network Centralized vs. distributed Channel aging CSI mismatch Opportunistic transmission For security as well (Eavesdropper) Eve noise noise Alice Bob http://cwww.ee.nctu.edu.tw/~cfung 3 The Pitch If you like to do interesting work in signal processing… If you like mathematics… If you like opportunities to think out of the box (explore your innovative side)… If you like close interaction with your adviser… THEN MY GROUP IS FOR YOU!!! Stop by and talk to me (ED 639)! c.fung@ieee.org http://cwww.ee.nctu.edu.tw/~cfung 4 The Internet of Things & M2M Communications Presented by Juan Jose Celada on Behalf of Prof. Fuchun Joseph Lin 林甫俊教授 fuchun_lin@cs.nctu.edu.tw Office EC 125C Department of Computer Science 1 Vision of Connected World • Everything that can be connected will be connected to the global Internet. • These “things” form the “Internet of Things (IoT)” to offer human smart services. • The IoT involves “machine-to-machine (M2M) communications” where machines (a.k.a. things) interact with other machines or men to provide services. • Such a connected world greatly improves human life. Major applications include smart home, smart grid, connected car and eHealth etc. 2 Gaps in Achieving the Vision • Lack of addresses and bandwidth has limited the development of the IoT and M2M in the past. • Most M2M is thus restricted to a limited, local area. • With the widespread of mobile broadband and IPv6, these gaps can now be overcome. • It is predicted that on the planet earth there will be 50 billions of connected devices by 2020, each with an IPv6 address. • It is also predicted that in average, everyone of us will be associated with at least 10 connected devices. 3 Achieving Connected World with M2M M2M Common Service Layer Mobile Core Networks M2M Cloud Wireless Sensor Network Source: ETSI M2M TC 4 Research Focus and Interest • • • • • • M2M Architecture and Protocols M2M Common Service Layer Core Network Optimization for M2M M2M Gateways M2M Cloud Big Data for M2M 5 For Further Information • Connected World Technologies Laboratory http://cwt.nctu.edu.tw/ • National Science Council M2M Deep Plowing Project http://m2mdpc.nctu.edu.tw/ • Prof. Fuchun Joseph Lin’s Home Page http://people.cs.nctu.edu.tw/~fuchun_lin/ 6 Nelson G. Chen Assistant Professor Department of Electrical and Computer Engineering National Chiao Tung University September 14, 2013 陳稷康 電機系助理教授 國立交通大學 102年9月14日 ngchen@nctu.edu.tw My work • Nanoparticle assisted ultrasound therapy (NAUT) – Tumors collect more nanoparticles than regular cells – When exposed to ultrasound, cancerous cells preferentially killed – Work in collaboration with Academia Sinica Results BEAS-2B – normal cells; A-549-cancer cells My work (continued) – Dynamics and mechanism of effect is what? • Spot heating? (Overall temperature didn’t change) • Additional cavitation from nucleation? – Safety of imaging with nanoparticles in body? • Ultrasound levels were in diagnostic range • Such range is safe without other items; but known to create effects with microbubbles • Nanoparticle assisted ultrasound imaging – See nanoparticles or clusters of nanoparticles? – With cancer-specific drugs, see tiny tumors? Other planned projects • Development of ways to • Behavior based perform ultrasound CT impairment detector – Ultrasound CT produces images with decreased speckle, and about 1 order of magnitude increase in resolution – Currently impractical due to data size, processing time, and transducer positioning – Alcohol/drug consumption with driving/operating dangerous machinery illegal and dangerous – Development of series of tasks to estimate sobriety – Ethically and legally test with volunteers Charles T. M. Choi, PhD (蔡德明教授) Institute of Biomedical Engineering & Electrical Engineering Dept. (生醫工程研究所/電機系) c.t.choi@ieee.org Cochlear implants for treatment of severe to profound hearing impairment patients Brain surgery navigation & deep brain stimulation for treatment of Parkinson’s disease, epilepsy, chronic depression Electrical Impedance Imaging Technology for real time lung ventilation imaging, breast cancer detection, brain stroke detection. Related patents granted: 10 (US/TW/CHN); patents pending 26 1 Biomedical/Electrical Engineering,, NCTU