LOW-COMPLEXITY VIDEO ENCODER FOR SMART EYES BASED ON UNDERDETERMINED BLIND SIGNAL SEPARATION
|
|
- Jerome Tyler
- 5 years ago
- Views:
Transcription
1 LOW-COMPLEXITY VIDEO ENCODER FOR SMART EYES BASED ON UNDERDETERMINED BLIND SIGNAL SEPARATION Jng Lu, Fe Qao *, Zhjan Ou and Huazhong Yang Department of Electronc Engneerng, Tsnghua Unversty ABSTRACT Ths paper presents a low complexty vdeo codng method based on Underdetermned Blnd Sgnal Separaton (UBSS). The detaled codng framework s desgned. Three key technques are proposed to enhance the compresson rato and the qualty of the decoded frames. The experments valdate that the proposed method costs 30ms encodng tme less than DISCOVER. The smulaton shows that ths new method can save 50% energy compared wth H.264. Index Terms Low-Complexty vdeo encoder, Underdetermned blnd source separaton 1. INTRODUCTION Recently, the smart camera systems ganed more popularty wth the emergence of wreless vdeo survellance, multmeda sensor network and mage capturng of moble devces [1]. However, lmted power supply and low computatonal ablty of the encoder mpedes the wde mplementaton of such novel applcatons wth a suffcent mage/vdeo compresson rato. Therefore, low-complexty vdeo encoders wth less computaton complexty and power consumpton are necessary to cater for such gven smart eyes. Multple attempts n three key categores have been made to reduce the encodng computaton complexty. The frst one s the mprovement of the conventonal vdeo encoder ncludng smplfy moton estmaton, DIC/IDCT and quantzaton whch almost occupy 93% encodng computaton tme [2]. But the computaton complexty s stll hgh after the enhancement. The second one s the Dstrbuted Vdeo Codng (DVC) approach developed based on Slepan-Wolf (SW) theory and Wyner-Zv (WZ) theory [3, 4]. Compared to conventonal vdeo codec, the complexty dstrbuton of DVC s swapped. But ts decoder s too complex to decode the vdeo frames n real tme. Moreover, Compressve Sensng (CS) method s used to compress vdeo sequence wth low complexty consumpton [5, 6], but t s very dffcult to trade off between compresson rato and recovered pcture qualty. So far, there are no acceptable standards for the low-complexty encodng applcatons. New efforts are consstently beng made to mprove exstng low-complexty encodng methods or develop new ones. Motvated by the fact that several sounds can be pcked out from a mxed audo sgnal n a nosy cocktal party, we propose a novel vdeo compresson approach that several vdeo frames are frst encoded as one mxed frame. At the decoder sde, the mxed frame s separated nto the estmatons of the prevous vdeo frames va Underdetermned Blnd Sgnal Separaton (UBSS). The UBSS framework s a natural ft for low-complexty vdeo encodng, because the nvolved computaton of the encoder sde s only the matrx multplcaton. Ths paper s organzed as follows. The secton II brefly revews the related BSS problem. In secton III, the detaled structure of the new approach s frst provded, and three key technologes are ntroduced. And secton IV shows smulaton result to valdate ths method. Fnally, secton V summarzes the proposed method 2. ENCODING AND DECODING ALGORITHM Blnd Sgnal Separaton was frst establshed by J. Herault and C. Jutten n 1985 [7], amed at recoverng the unknown source sgnals only by several observed lnear mxed sources. It can be descrbed by the followng equatons. y Wx WAs (1) where ( ) [ ( ) ( ) ( )] s the unknown source sgnals matrx. ( ) [ ( ) ( ) ( )] s the observed sgnals m n matrx. y s the estmaton of s. A s the mxng R n m matrx. W R s the separatng matrx. In ths paper, the randomly Gaussan matrx s used as the mxng matrx [8]. The consecutve vdeo frames are taken as the source sgnals s n equaton (1) and dsregarded ther tme sequence. Varyng from the tradtonal UBSS problem, the order of the recovered frames would not be dsrupted because the mxng matrx s known exactly to the separaton sde. The codng process s shown n Fg. 1. At present, there are three types of separaton algorthms: greedy algorthm, l1 mnmzaton, Total Varaton (TV) mnmzaton. TV mnmzaton can recovery those sgnals or mages whch are not sparse but ts gradent s sparse [9], whch s sutable for the vdeo frames. In order to mprove TV mnmzaton s computaton
2 complexty and guarantee ts robustness, C. L ntroduced the augmented lagrangan method to solve TV mnmzaton problem and proposed TVAL3 algorthm n 2009 [9]. In our paper, TVAL3 s adopted as the separaton algorthm because t has better performance than greedy algorthm, l1 mnmzaton and other TV mnmzaton algorthms. Of course, there are nherent errors of TVAL3 [9]. Also, the sze of source sgnals matrx nfluences the qualty of recovered frames and separaton tme [9]. f1 f f f n Mxng Matrx A mx f... mx 1 f m Channel mx... mx 1 f m f Separatng Algorthm f 1 f 2 f... 3 f n Fg. 1 Vdeo codng process by UBSS (n>m) Encoder Pre-processng Unt Conventonal Intra Encoder (such as JPEG H.264 Intra) Mxng Unt Decoder Conventonal Intra Decoder (such as JPEG H.264 Intra) Separatng Unt... Buffer Fg. 2 Vdeo compresson framework based on UBSS Inverse Pre-processng Unt Decoded Decoded 3.1 Codec Structure 3. CODER IMPLEMENTATION For Underdetermned Blnd Sgnal Separaton (UBSS), the amount of source sgnals s more than that of observed sgnals. So t can be properly used to compress the vdeo sequence[10]. The proposed vdeo compresson framework based on UBSS s shown n Fg. 2. The vdeo frames are dvded nto key frames and UBSS frames. The key frames are encoded and decoded by conventonal ntra codng methods such as JPEG, H.264 Intra. Whle the UBSS frames are encoded by underdetermned mxng and decoded by separaton algorthm of UBSS. At the encoder sde, there s a pre-processng unt, whch usually needs the nformaton of key frame, before mxng unt. For the proposed low-complexty vdeo encoder, three technologes are employed to enhance the decodng qualty, lower the decodng complexty and reduce the memory consumpton for encodng. Frst, for the pre-processng unt shown n Fg. 2, the key technology that the UBSS frames frst subtract ther precedng key frames before mxng s used to ensure the recovered qualty. Second, for the mxng unt, there are two key technologes. One s the streamedway mxng approach to save memory at the encoder sde. The other s the block-level mxng method for decodng complexty reducton and encodng qualty enhancement. A detaled explanaton s provded as follows. 3.2 Resdual Mxng In ths work, the pre-processng unt for UBSS frame n Fg. 2 s to subtract the key frame. Only the resduals are mxed. We call ths approach as Resdual Mxng. There are two advantages by performng Resdual Mxng. Frstly, the decodng qualty wll be better due to the sparser resduals gradent. So the compresson rato of UBSS frame could be ncreased. Secondly, by subtractng the precedng key frame, the relatve error of decoded UBSS frame caused by nherent errors of TVAL3 can be reduced. At the decoder sde, the UBSS frame resduals are frst decoded by TVAL3. And then, these recovered resduals are added to the relevant key frame to get the decoded UBSS frames. PSNR(dB) Foreman Resdual No Resdual recprocal of compresson rato Fg. 3 Effect of resdual mxng on separaton qualty To valdate the effect of ths approach, experments are performed on vdeo sequence Foreman, whose spatal resoluton s QICF (144*176). The separaton effect s evaluated by Peak-Sgnal-to-Nose Rato (PSNR). Fg. 3 shows the experment result. The x axs represents the
3 recprocal of compresson rato. It s obvous that the qualty of recovered mage after subtractng key frame s 10dB better than that of non-resdual mxng. 3.3 Streamed-Way Mxng The UBSS frames are encoded by mxng several UBSS frames. If the mxng process s conducted after all needed UBSS frames are sampled and stored at the encoder sde, t requres a lot of memory consumpton, shown n Fg. 4(a). Here we take n=4 for example. In order to save the memory consumpton, specal mxng approach s needed. In ths applcaton, mxng matrx s fxed, t s possble that the frames are encoded n samplng order as shown n equaton (2), where a s the - th column of A. Therefore, the streamed-way mxng can be acheved by dvdng A nto several subsets A, whch s composed by the -th column of mxng matrx A, shown n Fg. 4(b) T x A f f f f a f a f a f a f A f A f A f A f f 1 f f 2 f 3 f 4 Buffer 1 Buffer 2 Buffer 3 Buffer 4 Mxng Matrx mn AR ( m n) (a). wthout streamed-way mxng Matrx A Mxng Buffer N Encodng Complete? (b). wth streamed-way mxng Fg. 4 Dfferent mxng process Encoded Stream x Y (2) Encoded Stream x By mxng n a streamed-way, the memory sze needed n the encoder sde for storng frames s equal to the fnal compressed frame sze. Compared (a) and (b), t s obvous that mxng n a streamed-way can save lots of memores. 3.4 Block-Level Mxng In ths work, UBSS frames are beng mxed at block-level. Ths s because that for TVAL3 algorthm, when the compresson rato s fxed, the nput sze not only nfluences the qualty of recovered mage, but also affects decodng tme. To valdate ths concluson, multple experments are conducted on the same vdeo sequence Foreman. Table I shows the results. The result shows that when both decodng tme and PSNR are taken nto account, the optmum block sze s In our smulaton, the block s composed by 4 correspondng blocks from 4 consecutve UBSS frames shown n Fg. 5. Moreover, t s very effcent to employ the temporal correlaton among frames by choosng correspondng blocks from consecutve UBSS frames. Table I. Decodng tme and PSNR for dfferent block sze Block Sze 4*4 8*8 16*16 32*32 64*64 Tme(s) PSNR(dB) Encoder Mxng Matrx A Fg. 5 Mxng process n block-level - H.264 Intra encoder Decoder H.264 Intra decoder...mxngseparatng Buffer Decoded Key Frame Decoded UBSS Frame Fg. 6 Detaled codec structure of UBSS+H SIMULATION RESULTS AND ANALYSIS x1 x 2 xm Ths secton compares the performance of the proposed method and three well-known low-complexty vdeo codng methods, H.264 Intra, H.264 No moton and DISCOVER. H.264 Intra represents that each vdeo frame s encoded by Intra codng method. H.264 No moton means that the moton vector for moton estmaton s set to zero. DISCOVER s one of the most well-known low complexty vdeo codng methods based on DVC. Fg. 6 shows the detaled structure adopted for performance comparson, defned as UBSS+H.264. In ths structure, H.264 Intra s used as the key frame encodng method. And three key technologes are adopted as well. The compresson performance, encodng tme, hardware resource consumpton are chosen as there crtera to evaluate the performance of four dfferent vdeo codng approaches. 4.1 Compresson Performance Compresson performance s one key performance crteron of a vdeo compresson standard. It represents the relatonshp between the qualty of recovered mage and the compresson rato. For an excellent vdeo codng method, ts recovered mage s qualty s hgher than others at the same compresson rato. Experments are conducted on Foreman. The experment results are shown n Fg. 7.
4 The results show that wth the ncrement of compresson rato, PSNR of UBSS+H.264 decreases slower than that of the others. When compresson rato s small, PSNR of UBSS+H.264 s the lowest. It s caused by the error of TVAL3 algorthm. But when compresson rato s larger than 30, UBSS+H.264 s PSNR exceeds H.264 Intra s PSNR and s comparable wth H.264 No Moton and DISCOVER. PSNR(dB) Fg. 7 Compresson performance of four codng methods 4.2 Encodng tme The encodng complexty of the proposed vdeo codec s composed by two parts, the encodng complexty of the key frames and that of the UBSS frames. There are many ways to measure the encodng complexty. But most of them are very dffcult to mplement. So n ths paper, encodng tme s used as a measurement of encodng complexty. Encodng tme per frame(ms) Compresson rato H.264 Intra H.264 No moton DISCOVER UBSS+H.264 H.264 Intra H.264 No moton DISCOVER UBSS+H Compresson rato Fg. 8 Encodng tme of four codng methods The test s conducted on the computer wth Intel 5 CPU at 2.67GHz, 2GB RAM and 32-bt Wn7 operatve system. The smulatons are done wth C++ code usng release mode of Vsual Studo In order to ensure that the smulaton results are not nfluenced, nothng s run on the test PC expect operatve system. The experments are stll conducted on Foreman. Fg. 8 shows the experment result. The results demonstrate that UBSS+H.264 have the lowest encodng tme. The proposed vdeo codec consumes 60%, 57%, 30% lower encodng tme than H.264 No moton, H.264 Intra and DISCOVER respectvely at the pont of compresson rato Hardware Resource Consumpton In ths secton, energy consumpton and the number of equvalent gate are used to measure the complexty of the proposed codng method. The energy consumpton per UBSS frame s calculated by the followng steps. Frst, the power consumpton of UBSS frames s smulated by Desgn Compler (DC), then multply the power consumpton by the encodng tmes per UBSS frame to get the energy consumpton per UBSS frame shown n table II. The results show that wth the ncrement of compresson rato, the energy consumpton per UBSS frame decreases respectvely, an mportant advantage of the proposed method. Ths s because that the multplcaton tmes needed s reduced wth the reducton of mxng matrx sze. Also, the number of equvalent gate for UBSS encodng frame s 980, whch s sgnfcantly less than that of H.264 Intra. So the proposed framework UBSS+H.264 can effcently enhance the compresson performance of H.264 Intra only at lttle expense of complexty. Fg. 9 shows the orgnal frame, the decoded results of H.264 and the proposed method. Compared wth the decoded result of H.264, the decoded frames qualty of proposed method s acceptable. Table II. The energy consumpton per UBSS frame (mj) 1/Compresson Rato Energy(mJ) Orgnal H.264 Proposed method Fg. 9 Comparson results of orgnal frame, H.264 and proposed method decoded frames 5. CONCLUSION In ths paper, a new low-complexty vdeo codng method based on UBSS s proposed. The codec structure s presented. Three key technologes--resdual mxng, streamed-way mxng, block-level mxng--are proposed to enhance the compresson performance. The experment results demonstrate that the proposed method can acheve comparable compresson rato at very low expense of encodng tme. What s more, the proposed approach has an mportant advantage that the energy consumpton per UBSS frame decreases wth the ncrement of compresson rato.
5 6. REFERENCES [1]. X. Kunzh, Q. Fe, Q. We, and Y. Huazhong, "Smart-Eyes: a FPGA-based smart camera platform wth effcent mult-port memory controller," n ICMT-13, [2]. Y. K., J. Lv, J. L, and S. L, "Practcal real-tme vdeo codec for moble devces," n ICME 03, pp. III vol.3. [3]. B. Grod, A. M. Aaron, S. Rane, and D. Rebollo-Monedero, "Dstrbuted Vdeo Codng," Proceedngs of the IEEE, vol. 93, pp , [4]. F. Dufaux, W. Gao, S. Tubaro, and A. Vetro, "Dstrbuted Vdeo Codng: Trends and Perspectves," Eurasp Journal on Image and Vdeo Processng, [5]. M. Wakn, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K. F. Kelly, and R. G. Baranuk, "Compressve magng for vdeo representaton and codng," n Pcture Codng Symposum, [6]. M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. F. Kelly, and R. G. Baranuk, "Sngle-pxel magng va compressve samplng," Sgnal Processng Magazne, IEEE, vol. 25, pp , [7]. A. Cchock and S.. Amar, Adaptve blnd sgnal and mage processng: learnng algorthms and applcatons. Chchester, England ; New York: John Wley, [8]. R. G. Baranuk, "Compressve sensng [lecture notes]," Sgnal Processng Magazne, IEEE, vol. 24, pp , [9]. C. L, "An effcent algorthm for total varaton regularzaton wth applcatons to the sngle pxel camera and compressve sensng," Rce Unversty, [10]. J. Lu, F. Qao, Q. We, and H. Yang, "A Novel Vdeo Compresson Method Based on Underdetermned Blnd Source Separaton," n Multmeda and Ubqutous Engneerng. vol. 2, ed: Sprnger Netherlands, 2013, pp
Error Concealment Aware Rate Shaping for Wireless Video Transport 1
Error Concealment Aware Rate Shapng for Wreless Vdeo Transport 1 Trsta Pe-chun Chen and Tsuhan Chen 2 Abstract Streamng of vdeo, whch s both source- and channel- coded, over wreless networks faces the
More informationHybrid Transcoding for QoS Adaptive Video-on-Demand Services
732 IEEE Transactons on Consumer Electroncs, Vol. 50, No. 2, MAY 2004 Hybrd Transcodng for QoS Adaptve Vdeo-on-Demand Servces Ilhoon Shn and Kern Koh Abstract Transcodng s a core technque that s used n
More informationThe UCD community has made this article openly available. Please share how this access benefits you. Your story matters!
Provded by the author(s) and Unversty College Dubln Lbrary n accordance wth publsher polces., Please cte the publshed verson when avalable. tle Dynamc Complexty Scalng for Real-me H.264/AVC Vdeo Encodng
More informationInstructions for Contributors to the International Journal of Microwave and Wireless Technologies
Instructons for Contrbutors to the Internatonal Journal of Mcrowave and Wreless Technologes Frst A. Author 1, Second Author 1,2, Thrd Author 2 1 Cambrdge Unversty Press, Ednburgh Buldng, Shaftesbury Road,
More informationA Quantization-Friendly Separable Convolution for MobileNets
arxv:1803.08607v1 [cs.cv] 22 Mar 2018 A Quantzaton-Frendly Separable for MobleNets Abstract Tao Sheng tsheng@qt.qualcomm.com Xaopeng Zhang parker.zhang@gmal.com As deep learnng (DL) s beng rapdly pushed
More informationSystem of Automatic Chinese Webpage Summarization Based on The Random Walk Algorithm of Dynamic Programming
Send Orders for Reprnts to reprnts@benthamscence.ae The Open Cybernetcs & Systemcs Journal, 205, 9, 35-322 35 Open Access System of Automatc Chnese Webpage Summarzaton Based on The Random Walk Algorthm
More informationQuantization of Three-Bit Logic for LDPC Decoding
Proceedngs of the World Congress on Engneerng and Computer Scence 2011 Vol II, October 19-21, 2011, San Francsco, USA Quantzaton of Three-Bt Logc for LDPC Decodng Raymond Moberly and Mchael E. O'Sullvan
More informationCost-Aware Fronthaul Rate Allocation to Maximize Benefit of Multi-User Reception in C-RAN
Cost-Aware Fronthaul Rate Allocaton to Maxmze Beneft of Mult-User Recepton n C-RAN Dora Bovz, Chung Shue Chen, Sheng Yang To cte ths verson: Dora Bovz, Chung Shue Chen, Sheng Yang. Cost-Aware Fronthaul
More informationA Novel Video Compression Method Based on Underdetermined Blind Source Separation
A Novel Video Compression Method Based on Underdetermined Blind Source Separation Jing Liu, Fei Qiao, Qi Wei and Huazhong Yang Abstract If a piece of picture could contain a sequence of video frames, it
More informationNovel Quantization Strategies for Linear Prediction with Guarantees
Smon S. Du* Ychong Xu* Yuan L Hongyang Zhang Aart Sngh Pulkt Grover Carnege Mellon Unversty, Pttsburgh, PA 15213, USA *: Contrbute equally. SSDU@CS.CMU.EDU YICHONGX@CS.CMU.EDU LIYUANCHRISTY@GMAIL.COM HONGYANZ@CS.CMU.EDU
More informationWhy Take Notes? Use the Whiteboard Capture System
Why Take Notes? Use the Whteboard Capture System L-we He Zhengyou Zhang and Zcheng Lu September, 2002 Techncal Report MSR-TR-2002-89 Mcrosoft Research Mcrosoft Corporaton One Mcrosoft Way Redmond, WA 98052
More informationThe Traffic Image Is Dehazed Based on the Multi Scale Retinex Algorithm and Implementation in FPGA Cui Zhe1, a, Chao Li2, b *, Jiaqi Meng3, c
3rd Internatonal Conference on Mechatroncs and Industral Informatcs (ICMII 2015) The Traffc Image Is Dehazed Based on the Mult Scale Retnex Algorthm and Implementaton n FPGA Cu Zhe1, a, Chao L2, b *, Jaq
More informationSimon Sheu Computer Science National Tsing Hua Universtity Taiwan, ROC
Mounr A. Tantaou School of Electrcal Engneerng and Computer Scence Unversty of Central Florda Orlando, FL 3286-407-823-393 tantaou@cs.ucf.edu Interacton wth Broadcast Vdeo Ken A. Hua School of Electrcal
More informationCritical Path Reduction of Distributed Arithmetic Based FIR Filter
Crtcal Path Reducton of strbuted rthmetc Based FIR Flter Sunta Badave epartment of Electrcal and Electroncs Engneerng.I.T, urangabad aharashtra, Inda njal Bhalchandra epartment of Electroncs and Telecommuncaton
More informationStudy on the location of building evacuation indicators based on eye tracking
Study on the locaton of buldng evacuaton ndcators based on eye trackng Yue L Tsnghua Unversty yue-l5@malstsnghuaeducn Png hang Tsnghua Unversty zhangp@malstsnghuaeducn Hu hang Tsnghua Unversty, zhhu@tsnghuaeducn
More informationFollowing a musical performance from a partially specified score.
Followng a muscal performance from a partally specfed score. Bryan Pardo and Wllam P. Brmngham Artfcal Intellgence Laboratory Electrcal Engneerng and Computer Scence Dept. and School of Musc The Unversty
More informationA Comparative Analysis of Disk Scheduling Policies
A Comparatve Analyss of Dsk Schedulng Polces Toby J. Teorey and Tad B. Pnkerton Unversty of Wsconsn* Fve well-known schedulng polces for movable head dsks are compared usng the performance crtera of expected
More informationcurrent activity shows on the top right corner in green. The steps appear in yellow
Browzwear Tutorals Tutoral ntroducton Ths tutoral leads you through the best practces of color ways operatons usng an llustrated step by step approach. Each slde shows the actual applcaton at the stage
More informationCorrecting Image Placement Errors Using Registration Control (RegC ) Technology In The Photomask Periphery
Correctng Image Placement Errors Usng Regstraton Control (RegC ) Technology In The Photomask Perphery Av Cohen 1, Falk Lange 2 Guy Ben-Zv 1, Erez Gratzer 1, Dmtrev Vladmr 1 1. Carl Zess SMS Ltd., Karmel
More informationClock Synchronization in Satellite, Terrestrial and IP Set-top Box for Digital Television
Clock Synchronzaton n Satellte, Terrestral and IP Set-top Box for Dgtal Televson THESIS Submtted n partal fulflment of the requrements for the degree of DOCTOR OF PHILOSOPHY by MONIKA JAIN Under the Supervson
More informationReduce Distillation Column Cost by Hybrid Particle Swarm and Ant
From the SelectedWorks of Dr. Sandp Kumar Lahr Summer July 20, 2016 Reduce Dstllaton Column Cost by Hybrd Partcle Swarm and Ant Dr. Sandp k lahr chnmaya lenka Avalable at: https://works.bepress.com/sandp_lahr/33/
More informationOptimized PMU placement by combining topological approach and system dynamics aspects
Optmzed PU placement by combnng topologcal approach and system dynamcs aspects Jonas Prommetta, Jakob Schndler, Johann Jaeger Insttute of Electrcal Energy Systems Fredrch-Alexander-Unversty Erlangen-Nuremberg
More informationSimple VBR Harmonic Broadcasting (SVHB)
mple VBR Harmonc Broadcastng (VHB) Hsang-Fu Yu ab, Hung-hang Yang a, Y-Mng hen c, -Mng Tseng a, and hen-y Kuo a a Dep. of omputer cence & Informaton Engneerng, atonal entral Unversty, Tawan b omputer enter,
More informationAccepted Manuscript. An improved artificial bee colony algorithm for flexible job-shop scheduling problem with fuzzy processing time
Accepted Manuscrpt An mproved artfcal bee colony algorthm for flexble ob-shop schedulng problem wth fuzzy processng tme Ka Zhou Gao, Ponnuthura Nagaratnam Suganthan, Quan Ke Pan, Tay Jn Chua, Chn Soon
More informationScalable QoS-Aware Disk-Scheduling
Scalable QoS-Aware Dsk-Schedulng Wald G. Aref Khaled El-Bassyoun Ibrahm Kamel Mohamed F. Mokbel Department of Computer Scences, urdue Unversty, West Lafayette, IN 47907-1398 anasonc Informaton and Networkng
More informationA Scalable HDD Video Recording Solution Using A Real-time File System
H. L et al.: A Scalable HDD Vdeo Recordng Soluton Usng A Real-tme Fle System A Scalable HDD Vdeo Recordng Soluton Usng A Real-tme Fle System Hong L, Stephen R. Cumpson Member, IEEE, Robert Jochemsen, Jan
More informationStatistics AGAIN? Descriptives
Cal State Northrdge Ψ427 Andrew Answorth PhD Statstcs AGAIN? What do we want to do wth statstcs? Organze and Descrbe patterns n data Takng ncomprehensble data and convertng t to: Tables that summarze the
More informationtj tj D... '4,... ::=~--lj c;;j _ ASPA: Automatic speech-pause analyzer* t> ,. "",. : : :::: :1'NTmAC' I
ASPA: Automatc speech-pause analyzer* D. GERVERt and G. DNELEY Unversty of Durham, Durham, England ASPA: The Programs Snce the actual detals of nterface samplng, dsk storage routnes, etc., wll depend upon
More informationAutomated composer recognition for multi-voice piano compositions using rhythmic features, n-grams and modified cortical algorithms
Complex Intell. Syst. (2018) 4:55 65 https://do.org/10.1007/s40747-017-0052-x ORIGINAL ARTICLE Automated composer recognton for mult-voce pano compostons usng rhythmc features, n-grams and modfed cortcal
More informationMulti-Line Acquisition With Minimum Variance Beamforming in Medical Ultrasound Imaging
IEEE Transactons on Ultrasoncs, Ferroelectrcs, and Frequency Control, vol. 60, no. 12, Decemer 2013 2521 Mult-Lne Acquston Wth Mnmum Varance Beamformng n Medcal Ultrasound Imagng Ad Ranovch, Zv Fredman,
More informationMODELING AND ANALYZING THE VOCAL TRACT UNDER NORMAL AND STRESSFUL TALKING CONDITIONS
MODELING AND ANALYZING THE VOCAL TRACT UNDER NORMAL AND STRESSFUL TALING CONDITIONS Ismal Shahn and Naeh Botros 2 Electrcal/Electroncs and Comuter Engneerng Deartment Unversty of Sharjah, P. O. Box 27272,
More informationFast Intra-Prediction Mode Decision in H.264/AVC Based on Macroblock Properties
Fast Intra-Predcton Mode Decson n H.264/AVC Based on Macroblock Propertes Abstract Intra-predcton s a wdely used tecnque n ntra codng. H.264/AVC adopts rate-dstorton optmzaton (RDO) tecnque to obtan te
More informationQUICK START GUIDE v0.98
QUICK START GUIDE v0.98 QUICK HELP Q A 1 STEP BY STEP 3 GLOSSARY 2 A B C 1 INSTALLATION 1. Make sure that the hardware nstallaton s performed by a certfed vendor 2. Install OTOTRAK app from Apple s App
More informationImproving Reliability and Energy Efficiency of Disk Systems via Utilization Control
Ths paper appeared n the Proceedngs of the 2th IEEE Symposum on Computers and Communcatons (ISCC'08, Marrakech, Morocco, July 2008. Improvng Relablty and Energy Effcency of Dsk Systems va Utlzaton Control
More informationSONG STRUCTURE IDENTIFICATION OF JAVANESE GAMELAN MUSIC BASED ON ANALYSIS OF PERIODICITY DISTRIBUTION
SOG STRUCTURE IDETIFICATIO OF JAVAESE GAMELA MUSIC BASED O AALYSIS OF PERIODICITY DISTRIBUTIO D. P. WULADARI, Y. K. SUPRAPTO, 3 M. H. PUROMO,,3 Insttut Teknolog Sepuluh opember, Department of Electrcal
More informationDecision Support by Interval SMART/SWING Incorporating. Imprecision into SMART and SWING Methods
Decson Support by Interval SMART/SWING Incorporatng Imprecson nto SMART and SWING Methods Abstract: Interval judgments are a way of handlng preferental and nformatonal mprecson n multcrtera decson analyss.
More informationAnchor Box Optimization for Object Detection
Anchor Box Optmzaton for Object Detecton Yuany Zhong 1, Janfeng Wang 2, Jan Peng 1, and Le Zhang 2 1 Unversty of Illnos at Urbana-Champagn 2 Mcrosoft Research 1 {yuanyz2, janpeng}@llnos.edu, 2 {janfw,
More informationLoewe bild 7.65 OLED. Set-up options. Loewe bild 7 cover Incl. Back cover. Loewe bild 7 cover kit Incl. Back cover and Speaker cover
Product nformaton Loewe bld 7.65 Page of March 07 Loewe bld 7.65 OLED EU energy effcency class: B Screen dagonal (n cm) / Screen dagonal (n nch): 64 / 65 Power consumpton ON (n W): 80 Annual energy consumpton
More informationSKEW DETECTION AND COMPENSATION FOR INTERNET AUDIO APPLICATIONS. Orion Hodson, Colin Perkins, and Vicky Hardman
SKEW DETECTION AND COMPENSATION FOR INTERNET AUDIO APPLICATIONS Oron Hodson, Coln Perkns, and Vcky Hardman Department of Computer Scence Unversty College London Gower Street, London, WC1E 6BT, UK. ABSTRACT
More informationSimple Solution for Designing the Piecewise Linear Scalar Companding Quantizer for Gaussian Source
94 J. NIKOIĆ, Z. PERIĆ,. VEIMIROVIĆ, SIMPE SOUTION FOR DESIGNING THE PIECEWISE INEAR SCAAR Smle Soluton for Desgnng the Pecewse near Scalar Comandng Quantzer for Gaussan Source Jelena NIKOIĆ, Zoran PERIĆ,
More informationLost on the Web: Does Web Distribution Stimulate or Depress Television Viewing?
Lost on the Web: Does Web Dstrbuton Stmulate or Depress Televson Vewng? Joel Waldfogel The Wharton School Unversty of Pennsylvana August 10, 2007 Prelmnary comments welcome Abstract In the past few years,
More informationMULTIVIEW DISTRIBUTED VIDEO CODING WITH ENCODER DRIVEN FUSION
MULTIVIEW DISTRIBUTED VIDEO CODING WITH ENCODER DRIVEN FUSION Mourad Ouaret, Frederic Dufaux and Touradj Ebrahimi Institut de Traitement des Signaux Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015
More informationAN INTERACTIVE APPROACH FOR MULTI-CRITERIA SORTING PROBLEMS
AN INTERACTIVE APPROACH FOR MULTI-CRITERIA SORTING PROBLEMS A THESIS SUBMITTED TO THE GRADUATE SCHOOL OF NATURAL AND APPLIED SCIENCES OF MIDDLE EAST TECHNICAL UNIVERSITY BY BURAK KESER IN PARTIAL FULFILLMENT
More informationFailure Rate Analysis of Power Circuit Breaker in High Voltage Substation
T. Suwanasr, M. T. Hlang and C. Suwanasr / GMSAR Internatonal Journal 8 (2014) 1-6 Falure Rate Analyss of Power Crcut Breaker n Hgh Voltage Substaton Thanapong Suwanasr, May Thandar Hlang and Cattareeya
More informationFPGA Implementation of Cellular Automata Based Stream Cipher: YUGAM-128
ISSN (Prnt) : 2320 3765 ISSN (Onlne): 2278 8875 Internatonal Journal of Advanced Research n Electrcal, Electroncs and Instrumentaton Engneerng An ISO 3297: 2007 Certfed Organzaton Vol. 3, Specal Issue
More informationTechnical Information
CHEMCUT Techncal Informaton CORPORATION Introducton The Chemcut CC8000 etcher has many new features desgned to reduce the cost of manufacturng and, just as mportantly, the cost of ownershp. Keepng the
More informationLoewe bild 5.55 oled. Modular Design Flexible configuration with individual components. Set-up options. TV Monitor
Product nformaton Loewe bld 5.55 oled Page of 3 Loewe bld 5.55 oled EU energy effcency class: B Screen dagonal (n cm) / Screen dagonal (n nch): 39 / 55 Power consumpton ON (n W): 50 Annual energy consumpton
More informationIntegration of Internet of Thing Technology in Digital Energy Network with Dispersed Generation
Amercan Scentfc Research Journal for Engneerng, Technology, and Scences (ASRJETS) ISS (Prnt) 2313-4410, ISS (Onlne) 2313-4402 Global Socety of Scentfc Research and Researchers http://asrjetsjournal.org/
More informationA STUDY OF TRUMPET ENVELOPES
A STUDY OF TRUMPET ENVELOPES Roger B. Dannenberg, Hank Pellern, and Istvan Dereny School of Computer Scence, Carnege Mellon Unversty Pttsburgh, PA 15213 USA rbd@cs.cmu.edu, hank.pellern@andrew.cmu.edu,
More informationRIAM Local Centre Woodwind, Brass & Percussion Syllabus
8 RIAM Local Centre Woodwnd, Brass & Percusson Syllabus 2015-2018 AURAL REQUIREMENTS AND THEORETICAL QUESTIONS REVISED FOR ALL PRACTICAL SUBJECTS AURAL TESTS From Elementary to Grade V ths area s worth
More informationConettix D6600/D6100IPv6 Communications Receiver/Gateway Quick Start
Conettx / Communcatons Recever/Gateway Quck Start.0 Parts Lst able : Conettx System Components Qty. Descrpton Conettx Communcatons Recever/Gateway AC power cord Battery cable P660 I/O cable P660 Rack mount
More informationUser Manual. AV Router. High quality VGA RGBHV matrix that distributes signals directly. Controlled via computer.
User Manual AV Router Hgh qualty VGA RGBHV matrx that dstrbutes sgnals drectly. Controlled va computer. Notce: : The nmaton contaned n ths document s subject to change wthout notce. SmartAVI makes no warranty
More informationarxiv: v1 [cs.cl] 12 Sep 2018
Powered by TCPDF (www.tcpdf.org) Neural Melody Composton from Lyrcs Hangbo Bao, Shaohan Huang 2, Furu We 2, Le Cu 2, Yu Wu 3, Chuanq Tan 3, Songhao Pao, Mng Zhou 2 School of Computer Scence, Harbn Insttute
More informationT541 Flat Panel Monitor User Guide ENGLISH
T541 Flat Panel Montor User Gude ENGLISH Frst Edton (June / 2002) Note : For mportant nformaton, refer to the Montor Safety and Warranty manual that comes wth ths montor. Ths publcaton could contan techncal
More informationAnalysis of Subscription Demand for Pay-TV
Analyss of Subscrpton Demand for Pay-TV Manabu Shshkura Researcher Insttute for Informaton and Communcatons Polcy 2-1-2 Kasumgasek, Chyoda-ku Tokyo 110-8926 Japan m-shshkura@soumu.go.jp Tel: 03-5253-5496
More informationCONNECTIONS GUIDE. To Find Your Hook.up Turn To Page 1
CONNECTIONS GUIDE To Fnd Your Hook.up Turn To Page 1 Connectng TV to Antenna (or Cable Wthout Cable Box) and No VCR (Hook-up 1A)... 2 Monaural VCR (Hook-up 1B)... 3 StereoVCR (Hook-up 1C)... 4 Cable Wth
More informationColor Monitor. L200p. English. User s Guide
Color Montor L200p User s Gude Englsh Frst Edton (February / 2003) Note : For mportant nformaton, refer to the Montor Safety and Warranty manual that comes wth ths montor. Contents ENGLISH Safety (Read
More informationWYNER-ZIV VIDEO CODING WITH LOW ENCODER COMPLEXITY
WYNER-ZIV VIDEO CODING WITH LOW ENCODER COMPLEXITY (Invited Paper) Anne Aaron and Bernd Girod Information Systems Laboratory Stanford University, Stanford, CA 94305 {amaaron,bgirod}@stanford.edu Abstract
More informationCraig Webre, Sheriff Personnel Division/Law Enforcement Complex 1300 Lynn Street Thibodaux, Louisiana 70301
DATE OF APPLCATON: Craig Webre, Sheriff Personnel Division/Law Enforcement Complex 1300 Lynn Street Thibodaux, Louisiana 70301 N GENERAL EMAL ADDRESS: For Local Calls - (985) 532-4380 (985) 446-2255 (985)
More informationProduct Information. Universal swivel units SRU-plus
Product Informaton Unversal swvel unts SRU-plus SRU-plus Unversal swvel unts Robust. Fast. Hgh Performance. SRU-plus unversal rotary actuator Unversal unt for pneumatc swvel and turnng movements. Feld
More informationProduction of Natural Penicillins by Strains of Penicillium chrysogenutn
Producton of Natural Pencllns by Strans of Pencllum chrysogenutn a J. FUSK and ЬЕ. WELWRDOVÁ ^Department of Mcrobology and Bochemstry, Slovak Techncal Unversty, Bratslava b Botka, Slovenská Ľupča Receved
More informationTHE IMPORTANCE OF ARM-SWING DURING FORWARD DIVE AND REVERSE DIVE ON SPRINGBOARD
THE MPORTANCE OF ARM-SWNG DURNG FORWARD DVE AND REVERSE DVE ON SPRNGBOARD Ken Yokoyama Laboratory of Bomechancs Faculty ofeducaton Kanazawa Unversty Kanazawa, Japan J unjro Nagano Department of Physcal
More informationMULTI-STATE VIDEO CODING WITH SIDE INFORMATION. Sila Ekmekci Flierl, Thomas Sikora
MULTI-STATE VIDEO CODING WITH SIDE INFORMATION Sila Ekmekci Flierl, Thomas Sikora Technical University Berlin Institute for Telecommunications D-10587 Berlin / Germany ABSTRACT Multi-State Video Coding
More informationCONNECTIONS GUIDE. To Find Your Hook.up Turn To Page 1
CONNECTIONS GUIDE To Fnd Your Hook.up Turn To Page 1 Connectng TV to Antenna (or Cable Wthout Cable Box) and No VCR (Hook-up 1A)...2 Monaural VCR (Hook-up 1B)...3 Stereo VCR (Hook-up 1C)... 4 Cable Wth
More informationSmall Area Co-Modeling of Point Estimates and Their Variances for Domains in the Current Employment Statistics Survey
Small Area Co-Modelng of Pont Estmates and Ther Varances for Domans n the Current Employment Statstcs Survey Jule Gershunskaya, Terrance D. Savtsky U.S. Bureau of Labor Statstcs FCSM, March 2018 Dsclamer:
More informationModeling Form for On-line Following of Musical Performances
Modelng Form for On-lne Followng of Muscal Performances Bryan Pardo 1 and Wllam Brmngham 2 1 Computer Scence Department, Northwestern Unversty, 1890 Maple Ave, Evanston, IL 60201 2 Department of Math and
More informationFree Viewpoint Switching in Multi-view Video Streaming Using. Wyner-Ziv Video Coding
Free Viewpoint Switching in Multi-view Video Streaming Using Wyner-Ziv Video Coding Xun Guo 1,, Yan Lu 2, Feng Wu 2, Wen Gao 1, 3, Shipeng Li 2 1 School of Computer Sciences, Harbin Institute of Technology,
More informationDistributed Video Coding Using LDPC Codes for Wireless Video
Wireless Sensor Network, 2009, 1, 334-339 doi:10.4236/wsn.2009.14041 Published Online November 2009 (http://www.scirp.org/journal/wsn). Distributed Video Coding Using LDPC Codes for Wireless Video Abstract
More informationTRADE-OFF ANALYSIS TOOL FOR INTERACTIVE NONLINEAR MULTIOBJECTIVE OPTIMIZATION Petri Eskelinen 1, Kaisa Miettinen 2
Internatonal Conference 20th EURO Mn Conference Contnuous Optmaton and Knowledge-Based Technologes (EurOPT-2008) May 20 23, 2008, Nernga, LITHUANIA ISBN 978-9955-28-283-9 L. Saalausas, G.W. Weber and E.
More informationINSTRUCTION MANUAL FOR THE INSTALLATION, USE AND MAINTENANCE OF THE REGULATOR GENIUS POWER COMBI
NSTRUCTON MANUAL FOR THE NSTALLATON, USE AND MANTENANCE OF THE REGULATOR GENUS POWER COMB (TRANSLATON OF THE ORGNAL NSTRUCTON MANUAL N TALAN) PRELMNARY VERSON WARRANTY The devce s guaranteed 24 months
More information3 Part differentiation, 20 parameters, 3 histograms Up to patient results (including histograms) can be stored
st Techncal Specfcatons Desgned n France Wth a rch past and a professonal experence bult-up over 35 years, SFRI s a French nvatve company commtted to developng preon In Vtro Dst solutons. SFRI has bult
More informationCHROMA CODING IN DISTRIBUTED VIDEO CODING
International Journal of Computer Science and Communication Vol. 3, No. 1, January-June 2012, pp. 67-72 CHROMA CODING IN DISTRIBUTED VIDEO CODING Vijay Kumar Kodavalla 1 and P. G. Krishna Mohan 2 1 Semiconductor
More informationSealed Circular LC Connector System Plug
Sealed Crcular LC Connector System Plug Instructon Sheet Kt 1828618- [ ], Receptacle Kt 1828619- [ ], 408-10079 and EMI Receptacle Kt 1985193- [ ] 07 APR 11 Plug Kt 1828618 -[ ] Cable Fttng Receptacle
More informationAMP-LATCH* Ultra Novo mm [.025 in.] Ribbon Cable 02 MAR 12 Rev C
AMP-LATCH* Ultra Novo Applcaton Specfcaton Receptacle Connectors for 114-40056 0.64 mm [.025 n.] Rbbon Cable 02 MAR 12 All numercal values are n metrc unts [wth U.S. customary unts n brackets]. Dmensons
More informationAIAA Optimal Sampling Techniques for Zone- Based Probabilistic Fatigue Life Prediction
AIAA 2002-383 Optmal Samplng Technques or Zone- Based Probablstc Fatgue Le Predcton M. P. Enrght Southwest Research Insttute San Antono, TX H. R. Mllwater Unversty o Texas at San Antono San Antono, TX
More informationDecoding of purely compressed-sensed video
Decoding of purely compressed-sensed video Ying Liu, Ming Li, and Dimitris A. Pados Department of Electrical Engineering, State University of New York at Buffalo, Buffalo, NY 14260 ABSTRACT We consider
More informationModular Plug Connectors (Standard and Small Conductor)
Modular Plug Connectors (Standard and Small Conductor) Applcaton Specfcaton 114-6016 04 APR 11 All numercal values are n metrc unts [wth U.S. customary unts n brackets]. Dmensons are n mllmeters [and nches].
More informationA Study of Encoding and Decoding Techniques for Syndrome-Based Video Coding
MITSUBISHI ELECTRIC RESEARCH LABORATORIES http://www.merl.com A Study of Encoding and Decoding Techniques for Syndrome-Based Video Coding Min Wu, Anthony Vetro, Jonathan Yedidia, Huifang Sun, Chang Wen
More information1. INTRODUCTION. Index Terms Video Transcoding, Video Streaming, Frame skipping, Interpolation frame, Decoder, Encoder.
Video Streaming Based on Frame Skipping and Interpolation Techniques Fadlallah Ali Fadlallah Department of Computer Science Sudan University of Science and Technology Khartoum-SUDAN fadali@sustech.edu
More informationSystematic Lossy Error Protection of Video based on H.264/AVC Redundant Slices
Systematic Lossy Error Protection of based on H.264/AVC Redundant Slices Shantanu Rane and Bernd Girod Information Systems Laboratory Stanford University, Stanford, CA 94305. {srane,bgirod}@stanford.edu
More informationEnergy Efficient Video Compression for Wireless Sensor Networks *
1 Energy Efficient Video Compression for Wireless Sensor Networks * Junaid Jameel Ahmad 1,2, Hassan Aqeel Khan 2, and Syed Ali Khayam 2 1 College of Signals, 2 School of Electrical Engineering & Computer
More informationProduct Information. Miniature rotary unit ERD
Product Informaton ERD ERD Fast. Compact. Flexble. ERD torque motor Powerful torque motor wth absolute encoder and electrc and pneumatc rotary feed-through Feld of applcaton For all applcatons wth exceptonal
More informationUser s manual. Digital control relay SVA
User s manual Dgtal control relay DISIBEINT ELECTRONIC S.L, has been present n the feld of the manufacture of components for the ndustral automaton for more than years, and mantans n constant evoluton
More informationDICOM medical image watermarking of ECG signals using EZW algorithm. A. Kannammal* and S. Subha Rani
126 Int. J. Medical Engineering and Informatics, Vol. 5, No. 2, 2013 DICOM medical image watermarking of ECG signals using EZW algorithm A. Kannammal* and S. Subha Rani ECE Department, PSG College of Technology,
More informationModeling and Optimization of a Systematic Lossy Error Protection System based on H.264/AVC Redundant Slices
Modeling and Optimization of a Systematic Lossy Error Protection System based on H.264/AVC Redundant Slices Shantanu Rane, Pierpaolo Baccichet and Bernd Girod Information Systems Laboratory, Department
More informationProduct Information. Manual change system HWS
Product Informaton HWS HWS Flexble. Compact. Productve. HWS manual change system Manual tool change system wth ntegrated ar feed-through and optonal electrc feed-through Feld of applcaton Excellently sutable
More informationEnvironmental Reviews. Cause-effect analysis for sustainable development policy
Envronmental Revews Cause-effect analyss for sustanable development polcy Journal: Envronmental Revews Manuscrpt ID er-2016-0109.r2 Manuscrpt Type: Revew Date Submtted by the Author: 24-Feb-2017 Complete
More informationDetecting Errors in Blood-Gas Measurement by Analysiswith Two Instruments
CLIN. CHEM. 33/4, 512-517 (1987) Detectng Errors n Blood-Gas Measurement by Analysswth Two Instruments LouIs F. Metzger, Wllam B. Stauffer, Ann V. Kruplnskl, Rchard P. MIIlman,3 George S. Cembrowskl,2
More informationJoint Optimization of Source-Channel Video Coding Using the H.264/AVC encoder and FEC Codes. Digital Signal and Image Processing Lab
Joint Optimization of Source-Channel Video Coding Using the H.264/AVC encoder and FEC Codes Digital Signal and Image Processing Lab Simone Milani Ph.D. student simone.milani@dei.unipd.it, Summer School
More information(12) Ulllted States Patent (10) Patent N0.: US 8,269,970 B2 P0lid0r et a]. (45) Date of Patent: Sep. 18, 2012
US008269970B2 (12) Ulllted States Patent (10) Patent N0.: P0ld0r et a]. (45) Date of Patent: Sep. 18, 12 (54) OPTICAL COMPARATOR WITH DIGITAL 6,945,652 B2 9/05 sakqta et a1 GAGE 7,058,109 B2* 6/06 Davs.....
More informationProduct Information. Manual change system HWS
Product Informaton HWS HWS Flexble. Compact. Productve. HWS manual change system Manual tool change system wth ntegrated ar feed-through and optonal electrc feed-through Feld of applcaton Excellently sutable
More informationProduct Information. Universal swivel units SRU-plus 25
Product Informaton SRU-plus Robust. Fast. Hgh Performance. SRU-plus unversal rotary actuator Unversal unt for pneumatc swvel and turnng movements. Feld of applcaton Can be used n ether clean or contamnated
More informationINFORMATION THEORY INSPIRED VIDEO CODING METHODS : TRUTH IS SOMETIMES BETTER THAN FICTION
INFORMATION THEORY INSPIRED VIDEO CODING METHODS : TRUTH IS SOMETIMES BETTER THAN FICTION Nitin Khanna, Fengqing Zhu, Marc Bosch, Meilin Yang, Mary Comer and Edward J. Delp Video and Image Processing Lab
More informationUniversity of Bristol - Explore Bristol Research. Peer reviewed version. Link to published version (if available): /ISCAS.2005.
Wang, D., Canagarajah, CN., & Bull, DR. (2005). S frame design for multiple description video coding. In IEEE International Symposium on Circuits and Systems (ISCAS) Kobe, Japan (Vol. 3, pp. 19 - ). Institute
More informationA Novel Study on Data Rate by the Video Transmission for Teleoperated Road Vehicles
A Novel Study on Data Rate by the Video Transmission for Teleoperated Road Vehicles Tito Tang, Frederic Chucholowski, Min Yan and Prof. Dr. Markus Lienkamp 9th International Conference on Intelligent Unmanned
More informationUS Al (19) United States (12) Patent Application Publication (10) Pub. No.: US 2014/ A1 ABE (43) Pub. Date: Jun.
. US 20140178045Al (19) United States (12) Patent Application Publication (10) Pub. No.: US 2014/0178045 A1 ABE (43) Pub. Date: Jun. 26, 2014 (54) VDEO PLAYBACK DEVCE, VDEO Publication Classi?cation PLAYBACK
More informationAcademic Standards and Calendar Committee Report # : Proposed Academic Calendars , and
Unversty of Rhode sland DgtalCommons@UR Blls 2004 Academc Standards and Calendar Commttee Report #2003041: Proposed Academc Calendars 200708, 200809 and 200910 Unversty of Rhode sland Follow ths and addtonal
More informationResearch Topic. Error Concealment Techniques in H.264/AVC for Wireless Video Transmission in Mobile Networks
Research Topic Error Concealment Techniques in H.264/AVC for Wireless Video Transmission in Mobile Networks July 22 nd 2008 Vineeth Shetty Kolkeri EE Graduate,UTA 1 Outline 2. Introduction 3. Error control
More informationLeverage efficacy of HDR to enhance viewing experience
www.apb-news.com NEWS & VIEWS WORLD IN BRIEF NHK on course for 8K broadcast TOKYO Japanese publc broadcaster NHK expects to successfully begn 8K transmssons on Dec 1 ths year, when some 300 shows are ready
More informationA question of character. Loewe Connect ID.
A queston of character. Loewe Connect ID. Modern. Etquette you can learn, character s nnate. You make a clear dstncton between good manners and genune style. Your s s lke yourself: unfussy, busnesslke
More information