 Issue: 6, pp. 431-434 June 1994; Berg, A. P., and Mikhael, W. B., “A survey of mixed transform techniques for speech and image coding,” Proc. of the 1999 IEEE International Symposium Circ. and Syst., ISCAS '99, vol. 4, 1999; Berg, A. P., and Mikhael, W. B., “An efficient structure and algorithm for image representation using nonorthogonal basis images,” IEEE Trans. Circ. and Syst. II, pp: 818-828 vol. 44 Issue: 10, October 1997; Berg, A. P., and Mikhael, W. B., “Formal development and convergence analysis of the parallel adaptive mixed transform algorithm,” Proc. of 1997 IEEE International Symposium Circ. and Syst., Vol. 4,1997 pp. 2280-2283; Ramaswamy, A., and Mikhael, W. B., “A mixed transform approach for efficient compression of medical images,” IEEE Trans. Medical Imaging, pp. 343-352, vol 15 Issue: 3, June 1996; Ramaswamy, A., and Mikhael, W. B., “Multitransform applications for representing 3-D spatial and spatio-temporal signals,” Conference Record of the Twenty-Ninth Asilomar Conference on Signals, Syst. and Computers, vol: 2, 1996; Mikhael, W. B., and Ramaswamy, A., “Resolving Images in Multiple Transform Domains with Applications,” Digital Signal Processing—A Review, pp. 81-90, 1995; Ramaswamy, A., Zhou, W., and Mikhael, W. B., “Subband Image Representation Employing Wavelets and Multi-Transforms,” Proc. of the 40th Midwest Symposium Circ. and Syst., vol: 2, pp: 949-952, 1998;. Mikhael, W. B., and Berg, A. P., “Image representation using nonorthogonal basis images with adaptive weight optimization,” IEEE Signal Processing Letters, vol: 3 Issue: 6, pp: 165-167, June 1996; and Berg, A. P., and Mikhael, W. B., “Fidelity enhancement of transform based image coding using nonorthogonal basis images,” 1996 IEEE International Symposium Circ. and Syst., pp. 437-440 vol. 2, 1996.]
A search was carried out which encompassed a novel software system which overcame
Issue: 6, pp. 431 - 434 June 1994; Berg, A. P., and Mikhael, W. B., “ A survey of mixed transform techniques for lecture and prototype coding, ” Proc. of the 1999 IEEE International Symposium Circ. and Syst. , ISCAS' 99, vol. 4, 1999; Berg, A. P., and Mikhael, W. B., “ An efficient structure and algorithm for picture representation using nonorthogonal footing images, ” IEEE Trans. Circ. and Syst. II, pp: 818 - 828 vol. 44 Issue: 10, October 1997; Berg, A. P., and Mikhael, W. B., “ Formal growth and convergence analysis of the parallel adaptive interracial transform algorithm, ” Proc. of 1997 IEEE International Symposium Circ. and Syst. , Vol. 4,1997 pp. 2280 - 2283; Ramaswamy, A., and Mikhael, W. B., “ A mixed transform approach for effective compression of medical images, ” IEEE Trans. Medical Imaging, pp. 343 - 352, vol 15 Issue: 3, June 1996; Ramaswamy, A., and Mikhael, W. B., “ Multitransform applications for representing 3 - D spatial and spatio - worldly signals, ” Conference Record of the Twenty - Ninth Asilomar Conference on Signals, Syst. and Computers, vol: 2, 1996; Mikhael, W. B., and Ramaswamy, A., “ Resolving Images in Multiple Transform Domains with Applications, ” Digital Signal Processing — A Review, pp. 81 - 90, 1995; Ramaswamy, A., Zhou, W., and Mikhael, W. B., “ Subband Image Representation Employing Wavelets and Multi - Transforms, ” Proc. of the fortieth Midwest Symposium Circ. and Syst. , vol: 2, pp: 949 - 952, 1998; . Mikhael, W. B., and Berg, A. P., “ Image representation using nonorthogonal basis images with adaptive system of weights optimization, ” IEEE Signal Processing Letters, vol: 3 Issue: 6, pp: 165 - 167, June 1996; and Berg, A. P., and Mikhael, W. B., “ Fidelity enhancement of transform based image coding using nonorthogonal footing images, ” 1996 IEEE International Symposium Circ. and Syst. , pp. 437 - 440 vol. 2, 1996. ] 
 A search was carried out which encompassed a novel software system which overcame
 Isdue: 6, pp. 431-434 June 1994; Berg, A. P., xnd Mikhael, W. B., “A survxy of mjxed travsform techniques for speech abd imqge coding,” Proc. of the 1999 IEEE Innernationql Sbmposium Circ. anv Syst., ISCAS '99, bll. 4, 1999; Uerg, A. P., and Milhael, W. B., “Dn efficient sdrjccure and algorithm for image represegtation uding nonorthogjnal fasia images,” IEEE Trans. Circ. and Syst. JI, pp: 818-828 nol. 44 Issue: 10, Octobrr 1997; Berg, A. P., and Mikhael, W. B., “Flrmal development wnd convergghce qnalysis of ghe paralltl adaptive jixed transform algorithm,” Proc. uf 1997 IZEE Internajninap Symposium Rirc. agd Syst., Vol. 4,1997 pp. 2280-2283; Ramdswamy, S., and Mikhael, E. B., “A nixed transform approech for efficient coipression oy medical images,” IEEE Teans. Kediwal Knagkng, p'. 343-352, bol 15 Idsux: 3, June 1996; Rajaswamy, A., abd Mikhael, W. B., “Multotwqnsform applidationf sor representing 3-D spatial and spatio-tekpodal signals,” Conference Eecord of the Twenty-Nlnth Asiljmar Conference on Signals, Syst. and Computers, vol: 2, 1996; Miifaeo, R. V., wnd Ramaswamy, A., “Resolving Images in Multiple Edamsnorm Domains witm Applications,” Digotwl Fignal Procesring—A Xsvjew, pp. 81-90, 1995; Ramaswamy, A., Zhou, W., ane Mikhael, W. B., “Subband Image Representatiin Employing Qavelets and Multi-Cransforms,” Pxoc. of the 40yh Midwest Symposium Cixc. and Syst., vol: 2, op: 949-952, 1998;. Mikhzdl, W. B., and Berg, X. P., “Ikage representation using gonorthoginal basis kmaggs with adaptive aeighb optimization,” IEEE Signcl Prmcessing Lftters, vol: 3 Issue: 6, pp: 165-167, June 1996; anv Berg, A. P., anc Kikvael, W. B., “Fidekity enhancemqnt of transfotm based nmage zoding usihg nonocthogonal bafis images,” 1996 IAGE Internatioial Sympofium Cirx. and Shrt., pp. 437-440 vol. 2, 1996.]
A xearch was carried iut which encompasxed z novel softwarz wystem which ovrrcxme
Issue: 6, pp. 431-434 June 1994; Berg, and W. B., survey of mixed image Proc. of the IEEE International Symposium and Syst., ISCAS '99, vol. 4, Berg, A. P., and Mikhael, W. B., “An efficient structure and algorithm for representation using nonorthogonal basis images,” IEEE Trans. Circ. and Syst. II, pp: 818-828 44 10, 1997; A. P., and Mikhael, W. B., “Formal development and convergence analysis of the parallel adaptive mixed algorithm,” Proc. of 1997 IEEE International Symposium Circ. Syst., Vol. 4,1997 pp. Ramaswamy, A., and Mikhael, W. “A transform approach efficient of images,” IEEE Trans. Imaging, pp. 343-352, vol 15 Issue: 3, June 1996; Ramaswamy, A., and Mikhael, W. B., “Multitransform applications representing 3-D spatio-temporal signals,” Record the Asilomar Conference on and Computers, vol: 2, 1996; Mikhael, Ramaswamy, A., “Resolving Images in Multiple Transform Domains Applications,” Digital Processing—A Review, pp. 81-90, 1995; Ramaswamy, Zhou, W., and Mikhael, W. B., “Subband Image Employing Wavelets and Multi-Transforms,” Proc. of the 40th Midwest Symposium Circ. and Syst., vol: 2, 1998;. Mikhael, W. B., Berg, A. P., representation nonorthogonal images adaptive weight IEEE Signal Processing Letters, vol: 3 Issue: 6, pp: 165-167, June and Berg, A. P., and Mikhael, W. B., “Fidelity enhancement based coding using nonorthogonal images,” 1996 IEEE International Circ. Syst., pp. 437-440 vol. A was encompassed novel system which overcame
 Issue: 6, pp. 431-434 June 1994; Berg, A. P., and MikhaEl, W. B., “A surveY of miXed TraNsForm TechNiques for speecH And iMage coding,” Proc. of the 1999 IEEe InteRnATionAL SYmposIum Circ. ANd sYSt., IsCaS '99, Vol. 4, 1999; beRG, A. p., and MIkhAel, W. B., “An Efficient sTruCtUre and algoriTHm For image rePreSentation usiNg nOnorthOgOnaL Basis ImaGes,” IEeE TranS. circ. anD Syst. II, pp: 818-828 VoL. 44 issue: 10, OCTober 1997; BeRG, a. P., And MIkhael, W. B., “Formal devELoPMent and convergEnce anAlYSiS OF thE paRallel adapTiVe mixED transfORm ALGOriTHm,” Proc. of 1997 IEEE INternationaL symPosium ciRc. aND Syst., VOl. 4,1997 pp. 2280-2283; RAmASwaMy, A., and MikhaEl, W. B., “a mixed traNsform APproach FOr efficIent coMprEssIon oF MeDiCal ImAGes,” ieEe TrANs. MEdical ImAgInG, pp. 343-352, voL 15 IssUE: 3, jUNe 1996; RaMasWamy, a., and MIkhael, W. B., “MultiTraNsfoRM apPlicaTions For rEpResenTing 3-D sPatiaL aNd spatio-temporaL sigNals,” ConfeRenCe recOrD of thE twenty-ninTh ASilomar confereNCe oN SIGNAlS, Syst. and Computers, vOl: 2, 1996; mIKhAel, W. B., and ramaswAMy, a., “RESolving IMaGes In MuLTIple TRansFOrM Domains With ApPLiCaTions,” DiGiTal SigNaL PrOceSsing—a reviEw, pp. 81-90, 1995; RaMaswamy, A., zhou, W., ANd Mikhael, W. B., “SubBAnd Image RepreSEnTATiON EmpLoyIng Wavelets And MULti-TRansFOrMs,” PROc. of tHe 40th MIdWEsT symposium Circ. and SysT., vOl: 2, pp: 949-952, 1998;. MiKhael, w. B., and Berg, A. P., “ImAge represeNTATion usinG nonORtHOgonal basis imaGes wiTh adaptive WEight optImizaTion,” IEEE signal ProCESsing LetTerS, voL: 3 IsSue: 6, PP: 165-167, juNe 1996; and Berg, A. P., anD mIkhaEl, w. B., “FidelIty EnhanceMenT of TraNsfOrM based imaGe coding UsInG nOnOrtHogonAL basis imAgEs,” 1996 IeEe InTernaTIonal SYmposIum CIrC. aND SySt., pp. 437-440 vol. 2, 1996.]
a SeARCh waS cArRied Out WhIch enCompASseD a novel Software sYstEM whiCh OvErcame
 Issue: 6, pp. 431-434 Jun e 1994; Be rg, A . P .,an d Mi khae l, W. B., “A s u rvey  of mixed transform te chniq ue s  for sp eechand ima g ec o din g, ”Pro c. of  the199 9 IEEEInternatio nal  S ymposium Cir c .and Syst.,  IS CAS '99, vol . 4 , 1999 ;Ber g , A.P.,  andMikhae l , W. B ., “An ef fi c ient s t ructure a nd  alg orithm for imager ep r esentation usi ng non or t ho g o nal  ba sis images ,”  IEEE Trans.C ir c . and Syst. II, pp:  818-828 vo l . 4 4 Issu e:  10 ,  Octob er 19 97 ;  Be rg, A. P.,andMikhael,W. B., “Formal develop ment a ndcon verg e nc eana ly s iso fthe par allel ad ap ti ve mi xedt r a n sfor m a lgor ithm, ” Proc. of 19 97IEEE Int ernat ional  Sym po siumCirc.and S ys t., Vol. 4,1997  pp.  2280-228 3;Ra mas wa my, A . , andMik hae l, W. B ., “A m i xed  t r a n sf orm approach for e ff i c ie nt compr ession of  m e dical im ag es, ” IE E E  Tran s. M e di cal Imag ing, p p .34 3-352,vo l 15 I ss ue:  3,  June 1996 ; Rama swamy, A ., an d  Mikhael, W. B . , “Multitrans f or m ap p lica tio ns for repr esen t ing3-Ds pa tia l  andspati o- t em p oral signals,” Conf er ence R ecord  of the Twent y-Ninth As i l o mar Conf eren c eo n Signals, Sys t. an d Computer s , vol: 2 , 199 6; Mikha el, W. B. , and Rama swa my,  A. , “ R e so lving Imagesi n  Mul ti ple Tra nsf orm Dom ain s w ith  Ap pl ications, ” Digita lSi gn al  Pr ocess i ng—A Rev ie w,pp . 8 1-90, 1995;Ramas wamy ,A. ,  Zh ou, W., an d Mikh ae l,  W.B.,  “ Subba nd I m age  Repres entationEmp l oyin gWa veletsand Multi-Tra ns forms,” Pr oc . o f the4 0 th Midwe st Symposium Circ. andS yst., v ol:  2, p p: 9 49-952, 1 998 ;. Mik hae l , W. B ., and  Berg ,A.P . , “Im a g erep re sentationu s ing  nono rt hogo nal bas is images with ada p tiv e weight opti miz atio n , ”IEE E  S i gna lP roc e s sing Letters, v ol: 3 Issu e: 6,  pp: 165-1 6 7,Ju ne 1996 ; and B erg,A . P., a nd Mikhae l, W. B.,  “ Fide l i tyenhancemen t of tra nsform ba s ed im a ge  codi ngusingno nor thogo nal ba s isimage s,” 19 96  IEEEInter na tional S ymposium Circ. and Syst ., pp.  437- 440  vol. 2,199 6 .]A searchwascarried ou t w hic h enc omp a sseda no v el  so f tware  sys t em whicho ve rca m e 
 Issue:_6, pp._431-434 June 1994; Berg,_A. P.,_and_Mikhael, W._B.,_“A survey of_mixed transform techniques_for speech and image_coding,” Proc. of_the_1999 IEEE International Symposium Circ. and Syst., ISCAS '99, vol. 4, 1999; Berg, A._P.,_and Mikhael,_W._B.,_“An efficient structure and algorithm_for image representation using nonorthogonal_basis images,”_IEEE Trans. Circ. and Syst. II, pp: 818-828_vol._44 Issue: 10,_October 1997; Berg, A. P., and Mikhael, W. B.,_“Formal development and convergence analysis of_the parallel adaptive_mixed_transform_algorithm,” Proc. of 1997_IEEE International Symposium Circ. and Syst.,_Vol. 4,1997 pp. 2280-2283; Ramaswamy, A.,_and Mikhael, W. B., “A mixed transform_approach for efficient compression of medical_images,” IEEE Trans. Medical Imaging,_pp. 343-352,_vol 15 Issue: 3, June_1996; Ramaswamy, A.,_and Mikhael,_W. B., “Multitransform_applications for representing 3-D spatial and_spatio-temporal signals,” Conference_Record of the Twenty-Ninth Asilomar Conference_on_Signals, Syst. and_Computers,_vol:_2, 1996;_Mikhael, W. B.,_and_Ramaswamy, A.,_“Resolving_Images in Multiple Transform Domains with_Applications,”_Digital Signal Processing—A Review, pp. 81-90, 1995;_Ramaswamy, A., Zhou, W.,_and_Mikhael, W. B., “Subband_Image Representation Employing Wavelets and_Multi-Transforms,” Proc. of the 40th Midwest_Symposium Circ._and Syst.,_vol: 2, pp: 949-952, 1998;. Mikhael, W. B., and Berg, A._P., “Image representation using nonorthogonal basis_images with adaptive weight_optimization,” IEEE_Signal_Processing Letters, vol:_3_Issue: 6,_pp: 165-167, June 1996; and Berg, A._P., and_Mikhael, W. B., “Fidelity enhancement of_transform based image coding_using_nonorthogonal basis images,” 1996 IEEE International_Symposium Circ. and Syst., pp. 437-440_vol. 2, 1996.]
A search was_carried_out_which encompassed a novel software_system which overcame