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T\ he)Tj 0.0626 Tc 0.0654 Tw -52.8 -14.88 Td (dynamics of land use and cover change \(LUCC\) has a major impact on the\ global carbon)Tj 0.02 Tc 0.52 Tw 0 -15.12 TD (and water cycles. However, current figures on carbon budget associated w\ ith LUCC are)Tj 0.0296 Tc -0.0124 Tw 0 -14.88 TD (not well known for the Amazon, except for annual total deforested area. \ Remote sensing)Tj 0.0522 Tc 4.2438 Tw 0 -15.12 TD (associated with geographic information systems has the potential to impr\ ove the)Tj 0.0454 Tc 1.7084 Tw 0 -14.88 TD (estimates of the areal extent of the different cover classes and therefo\ re, improve the)Tj 0.6561 Tw 0 -15.12 TD (knowledge about carbon stocks. This paper classifies land covers of a re\ gion in Eastern)Tj 0.0946 Tc 3.0494 Tw 0 -14.88 TD (Amazon using a supervised classification algorithm applied to regions ob\ tained by)Tj 0.03 Tc 0.0808 Tw 0 -15.12 TD (segmentation of fraction images derived from Landsat TM sensor. 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As principais \341reas de interesse den\ tro desta categoria s\343o a)Tj 0.0519 Tc 2.3481 Tw 0 -15.12 TD (detec\347\343o de pontos isolados, de linhas e de bordas numa imagem. Os\ principais acessos da)Tj 0.0347 Tc 0.2976 Tw 0 -14.88 TD (segunda categoria s\343o baseados em limiares, crescimento de regi\365es\ , parti\347\343o e fus\343o de regi\365es.)Tj 0.0367 Tc 2.5833 Tw 0 -15.12 TD (Como subentendido pelo seu nome, crescimento de regi\365es \351 um proce\ dimento que agrupa)Tj 0.057 Tc 0.0459 Tw 0 -14.88 TD (pixels ou sub-regi\365es em regi\365es maiores. O mais simples destes pr\ ocedimentos \351 a agrega\347\343o de)Tj 0.0615 Tc 0.0493 Tw 0 -15.12 TD (pixels, iniciando-se com uma s\351rie de pontos "sementes", e destes cre\ scem regi\365es pela anexa\347\343o)Tj 0.0758 Tc 1.9734 Tw 0 -14.88 TD (de pixels vizinhos com propriedades como n\355vel de cinza e textura sem\ elhantes \(Gonzalez e)Tj 0.04 Tc -0.04 Tw 0 -15.12 TD (Wintz, 1987\).)Tj 0.0032 Tc 1.6768 Tw 19.92 -18 Td (No presente trabalho foi utilizado o procedimento descrito por Batista e\ t al. \(1994\) e por)Tj 0.0139 Tc 5.6061 Tw -19.92 -14.88 Td (Bins et al. \(1996\) para a segmenta\347\343o das imagens propor\347\365\ es. Este procedimento,)Tj 0.0577 Tc 0.0023 Tw T* (implementado no SPRING, baseia-se num algoritmo de crescimento de regi\365\ es que agrega pixels)Tj 0.0537 Tc 1.7002 Tw 0 -14.88 TD (com propriedades similares. Desta forma, uma regi\343o \351 uma cole\347\ \343o de pixels conectados de)Tj -0.0092 Tc 0.0092 Tw 0 -15.12 TD (acordo com suas propriedades.)Tj 0.0411 Tc 0.7589 Tw 19.92 -18 Td (O algoritmo de segmenta\347\343o por crescimento de regi\365es em quest\343\ o, necessita da defini\347\343o)Tj 0.0212 Tc -0.0212 Tw -19.92 -15.12 Td (pelo usu\341rio dos seguintes par\342metros:)Tj 0 Tc 0 Tw 0 -17.76 TD (a\))Tj /TT2 12 Tf 9.36 0 Td ( )Tj /TT0 12 Tf 0.16 Tc 12 0 Td (Similaridade)Tj /TT1 12 Tf 0 Tc 60.96 0 Td (:)Tj /TT0 12 Tf 0.0621 Tc 4.7597 Tw 4.08 0 Td ( limiar sob o qual duas regi\365es s\343o consideradas similares e porta\ nto)Tj ET 92.16 347.76 60.72 0.48 re f BT /TT0 12 Tf 0.0567 Tc -0.0567 Tw 92.16 334.32 Td (agrupadas. Ele representa a dist\342ncia euclidiana entre as m\351dias d\ as duas regi\365es; e)Tj 0 Tc 0 Tw -21.36 -18 Td (b\))Tj /TT2 12 Tf 9.84 0 Td ( )Tj /TT0 12 Tf 11.52 0 Td (\301rea)Tj /TT1 12 Tf 23.04 0 Td (:)Tj /TT0 12 Tf 0.0681 Tc -0.0509 Tw 4.08 0 Td ( \341rea m\355nima a ser considerada como uma regi\343o, definida como o\ n\372mero de pixels.)Tj ET 92.16 314.64 22.8 0.48 re f BT /TT0 12 Tf 0.0884 Tc 1.5043 Tw 90.72 292.32 Td (Ap\363s uma exaustiva experimenta\347\343o com v\341rios valores de limi\ ares \(similaridade e \341rea\),)Tj 0.054 Tc -0.0673 Tw -19.92 -14.88 Td (foram selecionados para esta \341rea de estudo os valores 8 para o limia\ r de similaridade e 25 para o)Tj 0 Tc 0 Tw 0 -15.12 TD (de \341rea.)Tj 0.0823 Tc 0.0977 Tw 19.92 -18 Td (A utiliza\347\343o de um limiar de \341rea de 25 pixels resulta em regi\365\ es com no m\355nimo 22.500)Tj 0 Tc 0.24 Tw 428.64 0 Td ( m)Tj /TT0 7.92 Tf 0.12 Tc 0 Tw 12.24 5.52 Td (2)Tj /TT0 12 Tf 0 Tc 4.08 -5.52 Td (,)Tj 0.0107 Tc 1.3813 Tw -464.88 -14.88 Td (o que \351 menos de 0,5 alqueire da regi\343o \(o alqueire da regi\343o \ corresponde a 48.400)Tj 0 Tc 0.24 Tw 419.04 0 Td ( m)Tj /TT0 7.92 Tf 0.12 Tc 0 Tw 12.24 5.52 Td (2)Tj /TT0 12 Tf -0.04 Tc 1.48 Tw 4.08 -5.52 Td (\). Este)Tj 0.0213 Tc 0.7673 Tw -435.36 -15.12 Td (tamanho m\355nimo parece ser bastante apropriado para a regi\343o, pois \ as pequenas ro\347as \(ro\347as de)Tj 0.0379 Tc 0.3141 Tw 0 -14.88 TD (posseiros\) raramente possuem menos de 8 alqueires, sendo comum o manejo\ anual de \341reas de 2)Tj 0.0695 Tc 2.2105 Tw 0 -15.12 TD (alqueires. A utiliza\347\343o do limiar de similaridade 8, teve como bas\ e a adequa\347\343o das bordas)Tj 0.0505 Tc -0.0025 Tw T* (\(regi\365es\) das capoeiras visitadas em campo.)Tj 0 g /T1_0 9 Tf 0 Tc 0 Tw 1 0 0 1 287.492 28.8 Tm (1486)Tj ET endstream endobj 1337 0 obj 5671 endobj 1338 0 obj << /Length 1339 0 R >> stream 0 0 0 rg 1 i /RelativeColorimetric ri BT /TT0 12 Tf 0.0096 Tc -0.0096 Tw 70.8 739.2 Td (2.3 Classifica\347\343o de imagens)Tj /TT1 12 Tf 0.075 Tc 0.3021 Tw 0 -17.76 TD (A an\341lise de imagens digitais tem sido realizada, em muitos casos, pe\ lo m\351todo convencional de)Tj 0.0717 Tc -0.0163 Tw 0 -15.12 TD (classifica\347\343o \(pixel-a-pixel\), ou seja, a identifica\347\343o do\ objeto \351 feita levando-se em conta apenas)Tj 0.0365 Tc 2.4035 Tw 0 -14.88 TD (caracter\355sticas pontuais, n\343o levando em considera\347\343o o cont\ exto onde o pixel est\341 inserido)Tj 0.0867 Tc 1.5933 Tw 0 -15.12 TD (\(vizinhan\347a\). Um procedimento alternativo \340 classifica\347\343o \ pontual \(pixel-a-pixel\) \351 aquele em)Tj 0.0425 Tc 0.8318 Tw 0 -14.88 TD (que a imagem \351 subdivida em regi\365es de onde s\343o extra\355dos at\ ributos espectrais, geom\351tricos e)Tj 0.0322 Tc 0.2078 Tw 0 -15.12 TD (contextuais, os quais s\343o usados na classifica\347\343o de cada regi\343\ o. Esta abordagem \351 uma tentativa)Tj 0.0425 Tc 3.3175 Tw 0 -14.88 TD (de incorporar outros tipos de informa\347\343o, al\351m das espectrais, \ usualmente utilizadas, para)Tj 0.0694 Tc 0.4963 Tw 0 -15.12 TD (melhorar os resultados da classifica\347\343o \(Bins et al., 1992\). Um \ classificador de pixel usa apenas)Tj 0.079 Tc 0.131 Tw 0 -14.88 TD (a m\351dia e a vari\342ncia da intensidade espectral \(n\355veis de cinz\ a\), ao passo que um classificador de)Tj 0.0395 Tc 0.3548 Tw 0 -15.12 TD (segmento pode usar, al\351m da m\351dia e vari\342ncia espectrais, par\342\ metros que descrevem a forma, o)Tj 0.0051 Tc -0.0584 Tw T* (tamanho, e o contexto do segmento \(Belaid et al., 1992\).)Tj 0.0754 Tc 2.3682 Tw 19.92 -17.76 Td (A classifica\347\343o de uma imagem segmentada pode ser implementada atr\ av\351s de m\351todos)Tj 0.0527 Tc 0.873 Tw -19.92 -15.12 Td (supervisionados, n\343o-supervisionados e/ou h\355bridos. No SPRING, enc\ ontram-se implementados)Tj 0.0468 Tc 0.7604 Tw 0 -14.88 TD (dois algoritmos de classifica\347\343o por regi\365es: n\343o-supervisio\ nado - ISOSEG; e supervisionado \226)Tj 0.0686 Tc 0 Tw 0 -15.12 TD (Bhattacharyya.)Tj 0.069 Tc 0.031 Tw 19.92 -18 Td (Richards \(1986\) cita que a classifica\347\343o supervisionada \351 o p\ rocedimento mais utilizado para)Tj 0.0493 Tc 4.9034 Tw -19.92 -14.88 Td (an\341lises quantitativas de dados de imagens de sensoriamento remoto. N\ esta t\351cnica de)Tj 0.06 Tc 0.4385 Tw T* (classifica\347\343o h\341 uma grande intera\347\343o do analista com o s\ istema de processamento das imagens,)Tj 0.0667 Tc -0.0667 Tw T* (sendo necess\341rio ainda que o analista tenha conhecimento da \341rea a\ ser classificada.)Tj 0.0754 Tc 7.1779 Tw 19.92 -17.76 Td (Independente do algoritmo escolhido, a seq\374\352ncia essencial para a \ classifica\347\343o)Tj 0.0982 Tc -0.0982 Tw -19.92 -15.12 Td (supervisionada envolve:)Tj 0 Tc 0 Tw 0 -18 TD (a\))Tj /TT2 12 Tf 9.36 0 Td ( )Tj /TT1 12 Tf 0.0466 Tc -0.0466 Tw 8.64 0 Td (definir o n\372mero de classes de cobertura do solo que a imagem ser\341\ particionada;)Tj 0 Tc 0 Tw -18 -18 Td (b\))Tj /TT2 12 Tf 9.84 0 Td ( )Tj /TT1 12 Tf 0.0615 Tc 0.833 Tw 8.16 0 Td (escolher pixels representativos de cada uma das classes desejadas, denom\ inados de amostra)Tj 0.0514 Tc -0.0514 Tw 0 -15.12 TD (de treinamento;)Tj 0 Tc 0 Tw -18 -17.76 Td (c\))Tj /TT2 12 Tf 9.36 0 Td ( )Tj /TT1 12 Tf 0.0343 Tc 1.5657 Tw 8.64 0 Td (usar dados de treinamento para estimar os par\342metros do algoritmo de \ classifica\347\343o; estes)Tj 0.0097 Tc 1.276 Tw T* (par\342metros s\343o as propriedades do modelo de probabilidade a ser us\ ado para a parti\347\343o da)Tj 0.0828 Tc -0.0028 Tw T* (imagem no espa\347o multiespectral;)Tj 0 Tc 0 Tw -18 -17.76 Td (d\))Tj /TT2 12 Tf 10.08 0 Td ( )Tj /TT1 12 Tf 0.0625 Tc 2.2004 Tw 7.92 0 Td (usar o classificador treinado para associar todos os pixels da imagem a \ uma das classes)Tj 0.16 Tc -0.16 Tw T* (definidas )Tj /TT3 12 Tf 0 Tc 0 Tw 46.8 0 Td (a priori)Tj /TT1 12 Tf 37.2 0 Td (; e)Tj -102 -18 Td (e\))Tj /TT2 12 Tf 9.36 0 Td ( )Tj /TT1 12 Tf 0.0504 Tc -0.0504 Tw 8.64 0 Td (produzir resumos tabulares ou mapas tem\341ticos que sintetizem os resul\ tados da classifica\347\343o.)Tj 0.0717 Tc 1.6519 Tw 1.92 -24 Td (Na fase de treinamento do algoritmo para a classifica\347\343o supervisi\ onada, definem-se dois)Tj 0.0154 Tc 1.5103 Tw -19.92 -14.88 Td (tipos de conjuntos de amostras de treinamento: amostras de aquisi\347\343\ o e amostras de teste. As)Tj 0.0376 Tc 0.8486 Tw T* (amostras de aquisi\347\343o definir\343o os par\342metros estat\355stico\ s das classes: vetor de m\351dias e matriz)Tj 0.0585 Tc 0.5138 Tw 0 -14.88 TD (de covari\342ncia. As amostras de teste servem para verificar o desempen\ ho do classificador, antes)Tj 0.072 Tc 1.5566 Tw 0 -15.12 TD (de utiliz\341-lo na classifica\347\343o da imagem. A partir da classific\ a\347\343o das amostras de teste, com)Tj 0.0213 Tc 0.253 Tw 0 -14.88 TD (base nos par\342metros gerados pelas amostras de aquisi\347\343o, \351 g\ erada uma matriz de confus\343o, com)Tj 0.0835 Tc 1.3565 Tw 0 -15.12 TD (todas as classes definidas)Tj 0 Tc 0 Tw ( )Tj /TT3 12 Tf 1.44 Tw 130.32 0 Td (a priori)Tj /TT1 12 Tf 0.0624 Tc 1.5643 Tw 38.4 0 Td (. Os valores da diagonal principal da matriz representam os)Tj 0.06 Tc 1.3582 Tw -168.72 -14.88 Td (pixels corretamente classificados, e os pixels fora desta diagonal, repr\ esentam confus\365es entre)Tj 0.09 Tc 0 Tw T* (classes.)Tj 0 g /T1_0 9 Tf 0 Tc 1 0 0 1 287.492 28.8 Tm (1487)Tj ET endstream endobj 1339 0 obj 5519 endobj 1340 0 obj /DeviceCMYK endobj 1341 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1342 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1343 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1344 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1345 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1346 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1347 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1348 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1349 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1350 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1351 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1352 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1353 0 obj << /Length 1354 0 R >> stream /GS0 gs q 305.25 0 0 284.8 124.3 446.8999 cm /Im0 Do Q 0 0 0 1 k 1 i /RelativeColorimetric ri /GS8 gs BT /T1_0 1 Tf -0.001 Tc 0.01 Tw 0 12 -12 0 100.238 506.512 Tm (Imagem Propor\347\343o de Sombra)Tj 0.39 0.56 0 0.05 k ET /GS9 gs BT /T1_1 1 Tf -0.009 Tc 10 0 0 10 105.5 721 Tm (225)Tj 0 -1.7 TD (217)Tj 0 -1.65 TD (209)Tj T* (201)Tj 0 -1.7 TD (193)Tj 0 -1.65 TD (185)Tj 0 -1.7 TD (177)Tj 0 -1.65 TD (169)Tj T* (161)Tj 0 -1.7 TD (153)Tj 0 -1.65 TD (145)Tj 0 -1.7 TD (137)Tj 0 -1.65 TD (129)Tj T* (121)Tj -0.106 Tc 0 -1.7 TD [(11)-94(3)]TJ -0.009 Tc 0 -1.65 TD (105)Tj -0.012 Tc 0 -1.7 TD (97)Tj 0 0 0 1 k ET /GS10 gs BT /T1_0 1 Tf -0.001 Tc 0.019 Tw 12 0 0 12 183.5 419.5 Tm [(Imagem Propor\347\343o de V)124(egeta\347\343o)]TJ 0.39 0.56 0 0.05 k ET /GS11 gs BT /T1_1 1 Tf 0.034 Tc -0.016 Tw 7.2 0 0 8 125 441 Tm [(6)35(7)-1216(7)35(5)-1008(8)35(3)-1216(9)35(1)-1216(9)35(9)-799(107)-799(1)104(1)35(5)-522(123)-591(131)-591(139)-591(147)-452(155)-591(163)-591(171)-591(179)-522(187)-244( 1)44(9)44(5)]TJ 0 0 0 1 k ET /GS12 gs BT /T1_1 1 Tf 0 Tc 10 0 0 10 429 712.5 Tm (Solo)Tj -0.002 Tw T* (Capoeira > 10 anos)Tj 0 Tw T* (Capoeira < 5 anos)Tj -0.001 Tc -0.004 Tw T* (Capoeira 5 - 10 anos)Tj 0 Tc T* (Rio)Tj 0.001 Tc 0.015 Tw T* (Pasto queimado)Tj -0.002 Tc -0.03 Tw T* (Pasto seco)Tj 0.001 Tc 0.065 Tw T* (Pasto intermedi\341rio)Tj -0.002 Tc 0.03 Tw T* (Pasto verde)Tj 0 Tc -0.02 Tw T* (Pasto sujo)Tj 0.002 Tc T* (Baba\347u)Tj -0.004 Tc T* (V\341rzea)Tj 0 Tc 0 Tw T* (Floresta brocada)Tj -0.001 Tc 0.015 Tw T* (Floresta 3)Tj T* (Floresta 2)Tj T* (Floresta 1)Tj /T1_0 1 Tf 0 Tc 0.004 Tw 12 0 0 12 70.5 381 Tm (Fig.\2402\240-\240Distribui\347\343o das amostras de treinamento das cla\ sses de cobertura do solo, em um espa\347o)Tj -0.013 Tc -0.063 Tw 2.9583 -1.25 Td [(de atributos bidimensional:\240Imagem Propor\347\343o de V)70(egeta\347\343o x Imagem Propor\347\343o de Sombra.)]TJ 0.049 Tc -1.2917 -5.25 Td (A )Tj /T1_2 1 Tf -0.001 Tc 0.9167 0 Td [(T)83(abela 1)]TJ /T1_0 1 Tf -0.002 Tc 3.5 0 Td ( mostra a matriz de confus\343o entre a classifica\347\343o da imagem e \ a refer\352ncia, definida)Tj -0.005 Tc -6.0833 -1.25 Td (por verdade terrestre \(trabalho de campo\), referente \340s amostras de\ treinamento, ap\363s o agrupamento)Tj -0.016 Tc 0 -1.25 TD (das subclasses espectrais de floresta, pasto limpo e capoeiras. As perce\ ntagens das classes corretamente)Tj 0 Tc 0.052 Tw T* (classificadas \(diagonal da matriz de confus\343o\) correspondem \340 \341\ rea das regi\365es das amostras de)Tj -0.055 Tw T* (treinamento corretamente classificadas em rela\347\343o a \341rea total \ das amostras de treinamento de cada)Tj -0.009 Tc T* (classe.)Tj 0 Tc -0.014 Tw 1.6667 -1.5 Td (Com o agrupamento das subclasses de floresta, pasto limpo e capoeiras, o\ desempenho m\351dio)Tj 0.027 Tw -1.6667 -1.25 Td (da classifica\347\343o sobe para 98,6%, ficando a confus\343o m\351dia e\ m 1,4%. O c\341lculo do desempenho)Tj 0.001 Tc 0.113 Tw T* (m\351dio para as classes agrupadas foi realizado ponderando-se a \341rea\ de cada classe. A elevada)Tj -0.01 Tc -0.063 Tw T* (percentagem de \341rea corretamente classificada, deve-se ao elevado per\ centual de classifica\347\343o correta)Tj 0 Tc -0.003 Tw T* (de classes com \341reas grandes, como \351 o caso das classes floresta e\ pasto limpo com 99,8 e 98,3%,)Tj 0.001 Tc 0.042 Tw T* (respectivamente, da \341rea corretamente classificada, que representam j\ untas 92% do total da \341rea)Tj 0 Tc 0.014 Tw T* (das amostras de teste.)Tj ET 0 0 0 1 K 0.5 w 10 M 0 j 0 J []0 d /GS13 gs 473.5 694 m 478 696.5 l 471.5 680 m 476 677.5 l S 0 g /GS7 gs BT /T1_3 9 Tf 0 Tw 1 0 0 1 287.492 28.8 Tm (1488)Tj ET endstream endobj 1354 0 obj 3659 endobj 1355 0 obj << /Length 1356 0 R >> stream 0 0 0 rg 1 i /RelativeColorimetric ri BT /TT0 12 Tf 0.0686 Tc 1.0594 Tw 90.72 739.44 Td (O algoritmo de classifica\347\343o supervisionada por regi\365es impleme\ ntado no SPRING, utiliza)Tj 0.052 Tc 1.8025 Tw -19.92 -15.12 Td (como crit\351rio de decis\343o estat\355stica a dist\342ncia de Bhattach\ aryya, freq\374entemente utilizada na)Tj 0.0486 Tc 2 Tw 0 -14.88 TD (sele\347\343o de atributos para medir a dist\342ncia entre duas distribu\ i\347\365es. Mascarenhas e Velasco)Tj 0.0696 Tc 5.4904 Tw 0 -15.12 TD (\(1984\) descrevem em detalhe o algoritmo de classifica\347\343o com bas\ e na dist\342ncia de)Tj 0.0686 Tc 0 Tw T* (Bhattacharyya.)Tj 0.0154 Tc 0.1646 Tw 19.92 -17.76 Td (A defini\347\343o das classes de cobertura da terra de interesse para a \ \341rea de estudo, baseou-se no)Tj 0.0735 Tc -0.0735 Tw -19.92 -15.12 Td (trabalho de campo. Foram definidas as seguintes classes:)Tj 0 Tc 0 Tw 0 -18 TD (a\))Tj /TT1 12 Tf 9.36 0 Td ( )Tj /TT0 12 Tf 0.03 Tc 8.64 0 Td (Floresta)Tj 0.0424 Tc 1.4715 Tw 38.64 0 Td (: \341reas de floresta sem antropiza\347\343o - reserva florestal da Com\ panhia Vale do Rio)Tj ET 88.8 626.64 38.4 0.48 re f BT /TT0 12 Tf 0 Tc 0 Tw 88.8 613.2 Td (Doce;)Tj -18 -18 Td (b\))Tj /TT1 12 Tf 9.84 0 Td ( )Tj /TT0 12 Tf 0.04 Tc 8.16 0 Td (Baba\347u)Tj 0.0568 Tc 0.0117 Tw 35.76 0 Td (: \341reas de floresta com domin\342ncia de baba\347u;)Tj ET 88.8 593.52 35.52 0.48 re f BT /TT0 12 Tf 0 Tc 0 Tw 70.8 577.2 Td (c\))Tj /TT1 12 Tf 9.36 0 Td ( )Tj /TT0 12 Tf 0.048 Tc -0.048 Tw 8.64 0 Td (Pasto limpo)Tj 0 Tc 0 Tw 56.88 0 Td (:)Tj ET 88.8 575.52 56.64 0.48 re f BT /TT2 12 Tf -6.24 Tc 84.96 559.44 Td (\267)Tj /TT1 12 Tf 0 Tc 5.52 0 Td ( )Tj /TT0 12 Tf 15.84 0 Td (seco)Tj 0.004 Tc 4.8698 Tw 21.36 0 Td ( - \341reas de pasto com elevada resposta de solo e/ou material vegetal \ n\343o-)Tj ET 106.32 557.76 21.12 0.48 re f BT /TT0 12 Tf 0.016 Tc 0 Tw 82.08 544.32 Td (fotossint\351tico;)Tj /TT2 12 Tf -6.24 Tc 2.88 -18 Td (\267)Tj /TT1 12 Tf 0 Tc 5.52 0 Td ( )Tj /TT0 12 Tf 15.84 0 Td (verde)Tj 26.4 0 Td ( - pasto vigoroso com elevada resposta de vegeta\347\343o;)Tj ET 106.32 524.64 26.16 0.48 re f BT /TT0 12 Tf 70.8 508.32 Td (d\))Tj /TT1 12 Tf 10.08 0 Td ( )Tj /TT0 12 Tf -0.0267 Tc 2.1867 Tw 7.92 0 Td (Pasto sujo)Tj 0.0752 Tc 2.2157 Tw 51.12 0 Td (: pastagens com presen\347a significativa de esp\351cies invasoras, em g\ eral ervas e)Tj ET 88.8 506.64 50.88 0.48 re f BT /TT0 12 Tf 0 Tc 0 Tw 88.8 493.2 Td (arbustos;)Tj -18 -18 Td (e\))Tj /TT1 12 Tf 9.36 0 Td ( )Tj /TT0 12 Tf 0.0313 Tc 0.0287 Tw 8.64 0 Td (Capoeiras com menos 10 anos)Tj 0 Tc 0 Tw 145.92 0 Td (;)Tj ET 88.8 473.52 145.68 0.48 re f BT /TT0 12 Tf 70.8 457.2 Td (f\))Tj /TT1 12 Tf 7.68 0 Td ( )Tj /TT0 12 Tf 0.04 Tc 0.008 Tw 10.32 0 Td (Capoeiras com mais de 10 anos)Tj 0 Tc 0 Tw 151.68 0 Td (;)Tj ET 88.8 455.52 151.44 0.48 re f BT /TT0 12 Tf 70.8 439.2 Td (g\))Tj /TT1 12 Tf 10.08 0 Td ( )Tj /TT0 12 Tf 0.08 Tc 7.92 0 Td (Rio)Tj 0 Tc 17.28 0 Td (.)Tj ET 88.8 437.52 17.04 0.48 re f BT /TT0 12 Tf 0.0436 Tc 0.4733 Tw 90.72 415.44 Td (As amostras de treinamento foram obtidas a partir das regi\365es criadas\ pela segmenta\347\343o das)Tj 0.0045 Tc -0.0045 Tw -19.92 -15.12 Td (bandas de propor\347\365es dos componentes citados anteriormente.)Tj /TT3 12 Tf 0 Tc 0 Tw 0 -32.88 TD (3 Resultados e discuss\343o)Tj /TT0 12 Tf 0.108 Tc 0.252 Tw 0 -18 TD (Das 8 classes definidas )Tj /TT4 12 Tf 0 Tc 0.48 Tw 115.68 0 Td (a priori)Tj /TT0 12 Tf 0.0218 Tc 0.6448 Tw 37.44 0 Td ( \(floresta, baba\347u, pasto limpo, pasto sujo, capoeiras com menos)Tj 0.0171 Tc 0.2665 Tw -153.12 -15.12 Td (de 10 anos, capoeiras com mais de 10 anos - Capoeira )Tj /TT2 12 Tf 0.24 Tc 0 Tw 265.92 0 Td (\263)Tj /TT0 12 Tf 0.0137 Tc 0.4663 Tw 6.48 0 Td ( 10 anos, e rio\) as classes floresta, pasto)Tj 0.0384 Tc 1.6736 Tw -272.4 -14.88 Td (limpo e capoeira com menos de 10 anos, devido \340s suas heterogeneidade\ s e para satisfazer a)Tj 0.0765 Tc 2.1235 Tw 0 -15.12 TD (exig\352ncia do algoritmo de classifica\347\343o de que a distribui\347\343\ o de cada classe seja)Tj 0 Tc 0 Tw ( )Tj /TT4 12 Tf 416.16 0 Td (gaussiana)Tj /TT0 12 Tf 48.48 0 Td (,)Tj 0.054 Tc 4.586 Tw -464.64 -14.88 Td (foram divididas em subclasses espectrais, posteriormente agrupadas \(flo\ resta: Floresta 1,)Tj 0.0086 Tc 0.6376 Tw T* (Floresta 2, Floresta 3, Floresta brocada e V\341rzea; pasto limpo: Pasto\ verde, Pasto intermedi\341rio,)Tj 0.0076 Tc 2.2124 Tw 0 -14.88 TD (Pasto seco, Pasto queimado e Solo; capoeiras com menos de 10 anos; Capoe\ ira)Tj 0 Tc 0 Tw ( )Tj /TT2 12 Tf -2.88 Tc 411.6 0 Td (\243)Tj /TT0 12 Tf 0 Tc 2.4 Tw 6.48 0 Td ( 5 anos e)Tj 0.0615 Tc 1.5985 Tw -418.08 -15.12 Td (Capoeira 5-10 anos\). Pela an\341lise dos histogramas de distribui\347\343\ o dessas classes verificou-se)Tj 0.0369 Tc -0.0369 Tw 0 -15.12 TD (que o crit\351rio de distribui\347\343o )Tj /TT4 12 Tf 0 Tc 0 Tw 141.12 0 Td (gaussiana)Tj /TT0 12 Tf 0.1029 Tc -0.1029 Tw 48.48 0 Td ( foi satisfeito.)Tj 0.0389 Tc 2.5211 Tw -169.68 -17.76 Td (A distribui\347\343o das amostras de treinamento \(aquisi\347\343o e tes\ te\) num espa\347o de atributos)Tj 0.1006 Tc 0.1874 Tw -19.92 -15.12 Td (bidimensional pode ser observada na )Tj /TT3 12 Tf 0 Tc 0 Tw 182.4 0 Td (Figura)Tj 34.32 0 Td ( 2)Tj /TT0 12 Tf 0.0585 Tc 0.4615 Tw 9.12 0 Td (. Algumas classes encontram-se t\343o pr\363ximas que)Tj 0.0563 Tc 1.9292 Tw -225.84 -14.88 Td (\351 imposs\355vel observ\341-las neste gr\341fico. \311 interessante ta\ mb\351m observar a correla\347\343o negativa)Tj 0.0543 Tc -0.0543 Tw T* (para a maioria das classes entre as imagens vegeta\347\343o e sombra.)Tj 0 g /T1_0 9 Tf 0 Tc 0 Tw 1 0 0 1 287.492 28.8 Tm (1489)Tj ET endstream endobj 1356 0 obj 5662 endobj 1357 0 obj << /Length 1358 0 R >> stream 0 0 0 rg 1 i /RelativeColorimetric ri BT /TT0 12 Tf 0.04 Tc 109.92 739.2 Td (TABELA)Tj 0 Tc 47.04 0 Td ( 1)Tj 9.12 0 Td ( -)Tj 0.0492 Tc -0.0492 Tw 7.2 0 Td ( MATRIZ DE CONFUS\303O DA CLASSIFICA\307\303O DA IMAGEM)Tj /TT0 10.08 Tf 0.0975 Tc 0 Tw -81.36 -28.08 Td (Classifica\347\343o)Tj 0.0902 Tc -21.12 -30 Td (Refer\352ncia)Tj 0.018 Tc 83.04 27.6 Td (Floresta)Tj -0.0128 Tc 43.92 0 Td (Baba\347u)Tj -0.1152 Tc 42.96 0 Td (Pasto)Tj -0.0864 Tc 1.68 -14.88 Td (Sujo)Tj -0.1152 Tc 33.6 14.88 Td (Pasto)Tj 0.0864 Tc -2.4 -14.88 Td (Limpo)Tj -0.0512 Tc 41.76 14.88 Td (Rio)Tj 0.0181 Tc 33.12 0 Td (Capoeiras)Tj 0.0324 Tc -0.0132 Tw -2.88 -15.12 Td (com menos)Tj -0.0276 Tc -0.0732 Tw 1.44 -14.88 Td (de 10 anos)Tj 0.0181 Tc 0 Tw 61.68 30 Td (Capoeiras)Tj 0.1371 Tc -0.1179 Tw 0.72 -15.12 Td (com mais)Tj -0.0276 Tc 0.0468 Tw -0.96 -14.88 Td (de10 anos)Tj 0.1488 Tc 0 Tw 61.2 30 Td (Pixels)Tj 0.0816 Tc 42.96 0 Td (\301rea)Tj -0.0672 Tc 2.16 -14.88 Td (\(%\))Tj ET 67.2 723.84 0.48 0.48 re f 67.2 723.84 0.48 0.48 re f 67.68 723.84 80.88 0.48 re f 148.56 723.84 0.48 0.48 re f 149.04 723.84 42 0.48 re f 191.04 723.84 0.48 0.48 re f 191.52 723.84 42 0.48 re f 233.52 723.84 0.48 0.48 re f 234 723.84 35.04 0.48 re f 269.04 723.84 0.48 0.48 re f 269.52 723.84 35.04 0.48 re f 304.56 723.84 0.48 0.48 re f 305.04 723.84 34.8 0.48 re f 339.84 723.84 0.48 0.48 re f 340.32 723.84 56.4 0.48 re f 396.72 723.84 0.48 0.48 re f 397.2 723.84 63.12 0.48 re f 460.32 723.84 0.48 0.48 re f 460.8 723.84 42 0.48 re f 502.8 723.84 0.48 0.48 re f 503.28 723.84 38.4 0.48 re f 541.68 723.84 0.48 0.48 re f 541.68 723.84 0.48 0.48 re f 67.2 672.72 0.48 51.12 re f 148.56 672.72 0.48 51.12 re f 191.04 672.72 0.48 51.12 re f 233.52 672.72 0.48 51.12 re f 269.04 672.72 0.48 51.12 re f 304.56 672.72 0.48 51.12 re f 339.84 672.72 0.48 51.12 re f 396.72 672.72 0.48 51.12 re f 460.32 672.72 0.48 51.12 re f 502.8 672.72 0.48 51.12 re f 541.68 672.72 0.48 51.12 re f BT /TT0 10.08 Tf 0.018 Tc 91.68 657.36 Td (Floresta)Tj /TT1 10.08 Tf 0.0048 Tc 69.6 0 Td (99,8)Tj /TT0 10.08 Tf 0.0064 Tc 261.12 0 Td (0,2)Tj -0.0315 Tc 41.04 0 Td (129.515)Tj 0.0048 Tc 43.2 0 Td (79,9)Tj ET 67.2 672.24 0.48 0.48 re f 67.68 672.24 80.88 0.48 re f 148.56 672.24 0.48 0.48 re f 149.04 672.24 41.76 0.48 re f 190.8 672.24 0.48 0.48 re f 191.04 672.24 0.48 0.48 re f 191.52 672.24 41.76 0.48 re f 233.28 672.24 0.48 0.48 re f 233.52 672.24 0.48 0.48 re f 234 672.24 34.8 0.48 re f 268.8 672.24 0.48 0.48 re f 269.04 672.24 0.48 0.48 re f 269.52 672.24 34.8 0.48 re f 304.32 672.24 0.48 0.48 re f 304.56 672.24 0.48 0.48 re f 305.04 672.24 34.56 0.48 re f 339.6 672.24 0.48 0.48 re f 339.84 672.24 0.48 0.48 re f 340.32 672.24 56.16 0.48 re f 396.48 672.24 0.48 0.48 re f 396.72 672.24 0.48 0.48 re f 397.2 672.24 63.12 0.48 re f 460.32 672.24 0.48 0.48 re f 460.8 672.24 42 0.48 re f 502.8 672.24 0.48 0.48 re f 503.28 672.24 38.4 0.48 re f 541.68 672.24 0.48 0.48 re f 67.2 651.12 0.48 21.12 re f 148.56 651.12 0.48 21.12 re f 460.32 651.12 0.48 21.12 re f 502.8 651.12 0.48 21.12 re f 541.68 651.12 0.48 21.12 re f BT /TT0 10.08 Tf -0.0128 Tc 93.12 635.76 Td (Baba\347u)Tj 0.0048 Tc 68.16 0 Td (18,7)Tj /TT1 10.08 Tf 42.48 0 Td (81,3)Tj /TT0 10.08 Tf 0.0038 Tc 269.52 0 Td (3.178)Tj 0.0064 Tc 38.4 0 Td (2,0)Tj ET 67.2 650.64 0.48 0.48 re f 67.68 650.64 80.88 0.48 re f 148.56 650.64 0.48 0.48 re f 460.32 650.64 0.48 0.48 re f 460.8 650.64 42 0.48 re f 502.8 650.64 0.48 0.48 re f 503.28 650.64 38.4 0.48 re f 541.68 650.64 0.48 0.48 re f 67.2 629.52 0.48 21.12 re f 148.56 629.52 0.48 21.12 re f 460.32 629.52 0.48 21.12 re f 502.8 629.52 0.48 21.12 re f 541.68 629.52 0.48 21.12 re f BT /TT0 10.08 Tf -0.1024 Tc 0.1216 Tw 86.88 614.16 Td (Pasto Sujo)Tj /TT1 10.08 Tf 0.0048 Tc 0 Tw 155.76 0 Td (86,6)Tj /TT0 10.08 Tf 0.0064 Tc 37.92 0 Td (8,2)Tj 81.6 0 Td (5,2)Tj 0.0038 Tc 111.12 0 Td (3.712)Tj 0.0064 Tc 38.4 0 Td (2,3)Tj ET 67.2 629.28 0.48 0.48 re f 67.68 629.28 80.88 0.48 re f 148.56 629.28 0.48 0.48 re f 460.32 629.28 0.48 0.48 re f 460.8 629.28 42 0.48 re f 502.8 629.28 0.48 0.48 re f 503.28 629.28 38.4 0.48 re f 541.68 629.28 0.48 0.48 re f 67.2 608.16 0.48 21.12 re f 148.56 608.16 0.48 21.12 re f 460.32 608.16 0.48 21.12 re f 502.8 608.16 0.48 21.12 re f 541.68 608.16 0.48 21.12 re f BT /TT0 10.08 Tf -0.0144 Tc 0.0336 Tw 82.56 592.8 Td (Pasto Limpo)Tj 0.0064 Tc 0 Tw 162.48 0 Td (1,7)Tj /TT1 10.08 Tf 0.0048 Tc 32.88 0 Td (98,3)Tj /TT0 10.08 Tf 0.0032 Tc 190.32 0 Td (19.686)Tj 0.0048 Tc 38.4 0 Td (12,1)Tj ET 67.2 607.68 0.48 0.48 re f 67.68 607.68 80.88 0.48 re f 148.56 607.68 0.48 0.48 re f 460.32 607.68 0.48 0.48 re f 460.8 607.68 42 0.48 re f 502.8 607.68 0.48 0.48 re f 503.28 607.68 38.4 0.48 re f 541.68 607.68 0.48 0.48 re f 67.2 586.56 0.48 21.12 re f 148.56 586.56 0.48 21.12 re f 460.32 586.56 0.48 21.12 re f 502.8 586.56 0.48 21.12 re f 541.68 586.56 0.48 21.12 re f BT /TT0 10.08 Tf -0.0512 Tc 100.8 571.2 Td (Rio)Tj /TT1 10.08 Tf 0.0038 Tc 210.24 0 Td (100,0)Tj /TT0 10.08 Tf 0 Tc 169.92 0 Td (399)Tj 0.0064 Tc 30.72 0 Td (0,2)Tj ET 67.2 586.32 0.48 0.48 re f 67.68 586.32 80.88 0.48 re f 148.56 586.32 0.48 0.48 re f 460.32 586.32 0.48 0.48 re f 460.8 586.32 42 0.48 re f 502.8 586.32 0.48 0.48 re f 503.28 586.32 38.4 0.48 re f 541.68 586.32 0.48 0.48 re f 67.2 565.2 0.48 21.12 re f 148.56 565.2 0.48 21.12 re f 460.32 565.2 0.48 21.12 re f 502.8 565.2 0.48 21.12 re f 541.68 565.2 0.48 21.12 re f BT /TT0 10.08 Tf 0.0056 Tc 0.0136 Tw 78 549.6 Td (Capoeiras com)Tj -0.0081 Tc -0.0527 Tw -5.76 -14.88 Td (menos de 10 anos)Tj 0.0064 Tc 0 Tw 172.8 20.4 Td (5,6)Tj 35.52 0 Td (0,6)Tj /TT1 10.08 Tf 0.0048 Tc 78.96 0 Td (93,0)Tj /TT0 10.08 Tf 0.0064 Tc 62.88 0 Td (0,8)Tj 0.0038 Tc 50.88 0 Td (4.640)Tj 0.0064 Tc 38.4 0 Td (2,9)Tj ET 67.2 564.72 0.48 0.48 re f 67.68 564.72 80.88 0.48 re f 148.56 564.72 0.48 0.48 re f 460.32 564.72 0.48 0.48 re f 460.8 564.72 42 0.48 re f 502.8 564.72 0.48 0.48 re f 503.28 564.72 38.4 0.48 re f 541.68 564.72 0.48 0.48 re f 67.2 528.72 0.48 36 re f 148.56 528.72 0.48 36 re f 460.32 528.72 0.48 36 re f 502.8 528.72 0.48 36 re f 541.68 528.72 0.48 36 re f BT /TT0 10.08 Tf 0.0056 Tc 0.0136 Tw 78 513.12 Td (Capoeiras com)Tj 0.0296 Tc -0.0904 Tw -2.16 -14.88 Td (mais de 10 anos)Tj 0.0048 Tc 0 Tw 283.68 15.12 Td (23,8)Tj /TT1 10.08 Tf 60.24 0 Td (76,2)Tj /TT0 10.08 Tf 0 Tc 61.2 0 Td (980)Tj 0.0064 Tc 30.72 0 Td (0,6)Tj ET 67.2 528.24 0.48 0.48 re f 67.68 528.24 80.88 0.48 re f 148.56 528.24 0.48 0.48 re f 460.32 528.24 0.48 0.48 re f 460.8 528.24 42 0.48 re f 502.8 528.24 0.48 0.48 re f 503.28 528.24 38.4 0.48 re f 541.68 528.24 0.48 0.48 re f 67.2 492.24 0.48 36 re f 67.2 491.76 0.48 0.48 re f 67.2 491.76 0.48 0.48 re f 67.68 491.76 80.88 0.48 re f 148.56 492.24 0.48 36 re f 148.56 491.76 0.48 0.48 re f 149.04 491.76 41.76 0.48 re f 190.8 491.76 0.48 0.48 re f 191.28 491.76 42 0.48 re f 233.28 491.76 0.48 0.48 re f 233.76 491.76 35.04 0.48 re f 268.8 491.76 0.48 0.48 re f 269.28 491.76 35.04 0.48 re f 304.32 491.76 0.48 0.48 re f 304.8 491.76 34.8 0.48 re f 339.6 491.76 0.48 0.48 re f 340.08 491.76 56.4 0.48 re f 396.48 491.76 0.48 0.48 re f 396.96 491.76 63.36 0.48 re f 460.32 492.24 0.48 36 re f 460.32 491.76 0.48 0.48 re f 460.8 491.76 42 0.48 re f 502.8 492.24 0.48 36 re f 502.8 491.76 0.48 0.48 re f 503.28 491.76 38.4 0.48 re f 541.68 492.24 0.48 36 re f 541.68 491.76 0.48 0.48 re f 541.68 491.76 0.48 0.48 re f BT /TT0 12 Tf 0.0632 Tc 0.0568 Tw 90.72 464.64 Td (Com exce\347\343o da classe Rio, as demais apresentam algumas confus\365\ es. Classes como floresta)Tj 0.0512 Tc 0.8608 Tw -19.92 -14.88 Td (e pasto limpo apresentam confus\365es pequenas: a primeira com capoeira \ com mais de 10 anos -)Tj 0.0708 Tc 0.5838 Tw 0 -14.88 TD (0,2%, uma vez que capoeiras mais velhas desenvolvem uma estrutura comple\ xa, assemelhando-)Tj 0.0422 Tc 2.7178 Tw 0 -15.12 TD (se espectralmente \340 floresta; e a segunda com pasto sujo - 1,7%, devi\ do exclusivamente \340)Tj 0.0308 Tc 1.3407 Tw 0 -14.88 TD (confus\343o entre pasto sujo e a subclasse pasto intermedi\341rio. Uma o\ utra classe que possui uma)Tj 0.0187 Tc 0.1507 Tw 0 -15.12 TD (elevada percentagem de acerto \(93%\) \351 a classe de capoeiras com men\ os de 10 anos. Esta classe)Tj 0.016 Tc 0.7322 Tw 0 -14.88 TD (possui uma confus\343o maior com a classe pasto sujo \(5,6%\), uma vez q\ ue as \341reas de pasto sujo)Tj 0.0415 Tc 1.6985 Tw 0 -15.12 TD (s\343o caracterizadas pela presen\347a de indiv\355duos arbustivos e arb\ \363reos, iniciando o processo de)Tj 0.0312 Tc 0.4488 Tw 0 -14.88 TD (regenera\347\343o da vegeta\347\343o; e confus\365es pequenas com as cla\ sses capoeira com mais de 10 anos -)Tj 0.0411 Tc 0.7818 Tw 0 -15.12 TD (0,8%, e com pasto limpo - 0,6%, dada a semelhan\347a espectral de capoei\ ras com predomin\342ncia)Tj 0 Tc 0 Tw T* (de )Tj /TT2 12 Tf 14.4 0 Td (Cecropia)Tj /TT0 12 Tf 0.0218 Tc 0.0382 Tw 44.4 0 Td ( com pastagens vigorosas \()Tj /TT1 12 Tf 0 Tc 0 Tw 129.6 0 Td (Tabela)Tj 35.04 0 Td ( 1)Tj /TT0 12 Tf 9.12 0 Td (\).)Tj 0.0544 Tc 0.7311 Tw -212.64 -17.76 Td (As classes que possuem percentagem de \341reas corretamente classificada\ s menores que 90%)Tj -0.0037 Tc 0.0188 Tw -19.92 -15.12 Td (s\343o: Pasto sujo - 86,6%; Baba\347u - 81,3%; e Capoeira com mais de 10\ anos - 76,2%.)Tj 0.0288 Tc 0.2312 Tw 19.92 -18 Td (As \341reas de baba\347u confundem-se unicamente com \341reas de florest\ a \(18,7%\), sobretudo com)Tj 0.0425 Tc 3.8455 Tw -19.92 -14.88 Td (a subclasse floresta brocada. Esta subclasse tamb\351m apresenta respost\ as espectrais baixas)Tj 0.0152 Tc 0.2568 Tw T* (\(bandas TM\), associadas \340 a\347\343o do fogo; ou seja, ambas s\343o\ \341reas escuras \(elevada propor\347\343o de)Tj 0.03 Tc 2.13 Tw 0 -14.88 TD (sombra\). O baba\347u \()Tj /TT2 12 Tf 0 Tc 2.16 Tw 104.4 0 Td (Orbignya phalerata)Tj /TT0 12 Tf 0.06 Tc 2.3667 Tw 97.68 0 Td (\) \351 uma palmeira comum nas florestas da regi\343o de)Tj 0.0736 Tc 1.9064 Tw -202.08 -15.12 Td (estudo, mas que devido a algum dist\372rbio, especialmente queimadas, pa\ ssam a dominar uma)Tj 0.0203 Tc 3.4597 Tw T* (\341rea. O fato das \341reas de baba\347u aparecerem mais escuras pode e\ star relacionado com a)Tj 0.0543 Tc 0.2596 Tw 0 -15.12 TD (arquitetura do dossel da palmeira \(predomin\342ncia de folhas verticais\ - reflex\343o especular\), e com)Tj 0.0509 Tc -0.0269 Tw T* (sombreamento que as palmeiras emergentes exercem sobre o dossel da flore\ sta.)Tj 0.0162 Tc 0.4809 Tw 19.92 -17.76 Td (O pasto sujo confunde-se tanto com pasto limpo \(8,2%\), devido \340 con\ fus\343o com a subclasse)Tj 0.0246 Tc 0.0782 Tw -19.92 -15.12 Td (pasto intermedi\341rio, quanto com capoeiras com menos de 10 anos \(5,2%\ \), dada a sua semelhan\347a)Tj 0.0308 Tc 0.2264 Tw 0 -14.88 TD (com as capoeiras mais novas. Ap\363s os agrupamentos, a classe com maior\ percentual de confus\343o)Tj 0.0164 Tc 1.5136 Tw 0 -15.12 TD (\351 a capoeira com mais de 10 anos, que apresenta 23,8% da \341rea das \ amostras de treinamento)Tj ET 0 0 0 RG 0.24 w 10 M 1 j 1 J []0 d 67.44 723.84 m 148.56 672.96 l S 0 g BT /T1_0 9 Tf 0 Tc 0 Tw 1 0 0 1 287.492 28.8 Tm (149)Tj ET endstream endobj 1358 0 obj 11078 endobj 1359 0 obj << /Length 1360 0 R >> stream 0 0 0 rg 1 i /RelativeColorimetric ri BT /TT3 12 Tf 0.04 Tc 109.92 739.2 Td (TABELA)Tj 0 Tc 47.04 0 Td ( 1)Tj 9.12 0 Td ( -)Tj 0.0492 Tc -0.0492 Tw 7.2 0 Td ( MATRIZ DE CONFUS\303O DA CLASSIFICA\307\303O DA IMAGEM)Tj /TT3 10.08 Tf 0.0975 Tc 0 Tw -81.36 -28.08 Td (Classifica\347\343o)Tj 0.0902 Tc -21.12 -30 Td (Refer\352ncia)Tj 0.018 Tc 83.04 27.6 Td (Floresta)Tj -0.0128 Tc 43.92 0 Td (Baba\347u)Tj -0.1152 Tc 42.96 0 Td (Pasto)Tj -0.0864 Tc 1.68 -14.88 Td (Sujo)Tj -0.1152 Tc 33.6 14.88 Td (Pasto)Tj 0.0864 Tc -2.4 -14.88 Td (Limpo)Tj -0.0512 Tc 41.76 14.88 Td (Rio)Tj 0.0181 Tc 33.12 0 Td (Capoeiras)Tj 0.0324 Tc -0.0132 Tw -2.88 -15.12 Td (com menos)Tj -0.0276 Tc -0.0732 Tw 1.44 -14.88 Td (de 10 anos)Tj 0.0181 Tc 0 Tw 61.68 30 Td (Capoeiras)Tj 0.1371 Tc -0.1179 Tw 0.72 -15.12 Td (com mais)Tj -0.0276 Tc 0.0468 Tw -0.96 -14.88 Td (de10 anos)Tj 0.1488 Tc 0 Tw 61.2 30 Td (Pixels)Tj 0.0816 Tc 42.96 0 Td (\301rea)Tj -0.0672 Tc 2.16 -14.88 Td (\(%\))Tj ET 67.2 723.84 0.48 0.48 re f 67.2 723.84 0.48 0.48 re f 67.68 723.84 80.88 0.48 re f 148.56 723.84 0.48 0.48 re f 149.04 723.84 42 0.48 re f 191.04 723.84 0.48 0.48 re f 191.52 723.84 42 0.48 re f 233.52 723.84 0.48 0.48 re f 234 723.84 35.04 0.48 re f 269.04 723.84 0.48 0.48 re f 269.52 723.84 35.04 0.48 re f 304.56 723.84 0.48 0.48 re f 305.04 723.84 34.8 0.48 re f 339.84 723.84 0.48 0.48 re f 340.32 723.84 56.4 0.48 re f 396.72 723.84 0.48 0.48 re f 397.2 723.84 63.12 0.48 re f 460.32 723.84 0.48 0.48 re f 460.8 723.84 42 0.48 re f 502.8 723.84 0.48 0.48 re f 503.28 723.84 38.4 0.48 re f 541.68 723.84 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(0,6)Tj /TT4 10.08 Tf 0.0048 Tc 78.96 0 Td (93,0)Tj /TT3 10.08 Tf 0.0064 Tc 62.88 0 Td (0,8)Tj 0.0038 Tc 50.88 0 Td (4.640)Tj 0.0064 Tc 38.4 0 Td (2,9)Tj ET 67.2 564.72 0.48 0.48 re f 67.68 564.72 80.88 0.48 re f 148.56 564.72 0.48 0.48 re f 460.32 564.72 0.48 0.48 re f 460.8 564.72 42 0.48 re f 502.8 564.72 0.48 0.48 re f 503.28 564.72 38.4 0.48 re f 541.68 564.72 0.48 0.48 re f 67.2 528.72 0.48 36 re f 148.56 528.72 0.48 36 re f 460.32 528.72 0.48 36 re f 502.8 528.72 0.48 36 re f 541.68 528.72 0.48 36 re f BT /TT3 10.08 Tf 0.0056 Tc 0.0136 Tw 78 513.12 Td (Capoeiras com)Tj 0.0296 Tc -0.0904 Tw -2.16 -14.88 Td (mais de 10 anos)Tj 0.0048 Tc 0 Tw 283.68 15.12 Td (23,8)Tj /TT4 10.08 Tf 60.24 0 Td (76,2)Tj /TT3 10.08 Tf 0 Tc 61.2 0 Td (980)Tj 0.0064 Tc 30.72 0 Td (0,6)Tj ET 67.2 528.24 0.48 0.48 re f 67.68 528.24 80.88 0.48 re f 148.56 528.24 0.48 0.48 re f 460.32 528.24 0.48 0.48 re f 460.8 528.24 42 0.48 re f 502.8 528.24 0.48 0.48 re f 503.28 528.24 38.4 0.48 re f 541.68 528.24 0.48 0.48 re f 67.2 492.24 0.48 36 re f 67.2 491.76 0.48 0.48 re f 67.2 491.76 0.48 0.48 re f 67.68 491.76 80.88 0.48 re f 148.56 492.24 0.48 36 re f 148.56 491.76 0.48 0.48 re f 149.04 491.76 41.76 0.48 re f 190.8 491.76 0.48 0.48 re f 191.28 491.76 42 0.48 re f 233.28 491.76 0.48 0.48 re f 233.76 491.76 35.04 0.48 re f 268.8 491.76 0.48 0.48 re f 269.28 491.76 35.04 0.48 re f 304.32 491.76 0.48 0.48 re f 304.8 491.76 34.8 0.48 re f 339.6 491.76 0.48 0.48 re f 340.08 491.76 56.4 0.48 re f 396.48 491.76 0.48 0.48 re f 396.96 491.76 63.36 0.48 re f 460.32 492.24 0.48 36 re f 460.32 491.76 0.48 0.48 re f 460.8 491.76 42 0.48 re f 502.8 492.24 0.48 36 re f 502.8 491.76 0.48 0.48 re f 503.28 491.76 38.4 0.48 re f 541.68 492.24 0.48 36 re f 541.68 491.76 0.48 0.48 re f 541.68 491.76 0.48 0.48 re f BT /TT3 12 Tf 0.0632 Tc 0.0568 Tw 90.72 464.64 Td (Com exce\347\343o da classe Rio, as demais apresentam algumas confus\365\ es. Classes como floresta)Tj 0.0512 Tc 0.8608 Tw -19.92 -14.88 Td (e pasto limpo apresentam confus\365es pequenas: a primeira com capoeira \ com mais de 10 anos -)Tj 0.0708 Tc 0.5838 Tw 0 -14.88 TD (0,2%, uma vez que capoeiras mais velhas desenvolvem uma estrutura comple\ xa, assemelhando-)Tj 0.0422 Tc 2.7178 Tw 0 -15.12 TD (se espectralmente \340 floresta; e a segunda com pasto sujo - 1,7%, devi\ do exclusivamente \340)Tj 0.0308 Tc 1.3407 Tw 0 -14.88 TD (confus\343o entre pasto sujo e a subclasse pasto intermedi\341rio. Uma o\ utra classe que possui uma)Tj 0.0187 Tc 0.1507 Tw 0 -15.12 TD (elevada percentagem de acerto \(93%\) \351 a classe de capoeiras com men\ os de 10 anos. Esta classe)Tj 0.016 Tc 0.7322 Tw 0 -14.88 TD (possui uma confus\343o maior com a classe pasto sujo \(5,6%\), uma vez q\ ue as \341reas de pasto sujo)Tj 0.0415 Tc 1.6985 Tw 0 -15.12 TD (s\343o caracterizadas pela presen\347a de indiv\355duos arbustivos e arb\ \363reos, iniciando o processo de)Tj 0.0312 Tc 0.4488 Tw 0 -14.88 TD (regenera\347\343o da vegeta\347\343o; e confus\365es pequenas com as cla\ sses capoeira com mais de 10 anos -)Tj 0.0411 Tc 0.7818 Tw 0 -15.12 TD (0,8%, e com pasto limpo - 0,6%, dada a semelhan\347a espectral de capoei\ ras com predomin\342ncia)Tj 0 Tc 0 Tw T* (de )Tj /TT5 12 Tf 14.4 0 Td (Cecropia)Tj /TT3 12 Tf 0.0218 Tc 0.0382 Tw 44.4 0 Td ( com pastagens vigorosas \()Tj /TT4 12 Tf 0 Tc 0 Tw 129.6 0 Td (Tabela)Tj 35.04 0 Td ( 1)Tj /TT3 12 Tf 9.12 0 Td (\).)Tj 0.0544 Tc 0.7311 Tw -212.64 -17.76 Td (As classes que possuem percentagem de \341reas corretamente classificada\ s menores que 90%)Tj -0.0037 Tc 0.0188 Tw -19.92 -15.12 Td (s\343o: Pasto sujo - 86,6%; Baba\347u - 81,3%; e Capoeira com mais de 10\ anos - 76,2%.)Tj 0.0288 Tc 0.2312 Tw 19.92 -18 Td (As \341reas de baba\347u confundem-se unicamente com \341reas de florest\ a \(18,7%\), sobretudo com)Tj 0.0425 Tc 3.8455 Tw -19.92 -14.88 Td (a subclasse floresta brocada. Esta subclasse tamb\351m apresenta respost\ as espectrais baixas)Tj 0.0152 Tc 0.2568 Tw T* (\(bandas TM\), associadas \340 a\347\343o do fogo; ou seja, ambas s\343o\ \341reas escuras \(elevada propor\347\343o de)Tj 0.03 Tc 2.13 Tw 0 -14.88 TD (sombra\). O baba\347u \()Tj /TT5 12 Tf 0 Tc 2.16 Tw 104.4 0 Td (Orbignya phalerata)Tj /TT3 12 Tf 0.06 Tc 2.3667 Tw 97.68 0 Td (\) \351 uma palmeira comum nas florestas da regi\343o de)Tj 0.0736 Tc 1.9064 Tw -202.08 -15.12 Td (estudo, mas que devido a algum dist\372rbio, especialmente queimadas, pa\ ssam a dominar uma)Tj 0.0203 Tc 3.4597 Tw T* (\341rea. O fato das \341reas de baba\347u aparecerem mais escuras pode e\ star relacionado com a)Tj 0.0543 Tc 0.2596 Tw 0 -15.12 TD (arquitetura do dossel da palmeira \(predomin\342ncia de folhas verticais\ - reflex\343o especular\), e com)Tj 0.0509 Tc -0.0269 Tw T* (sombreamento que as palmeiras emergentes exercem sobre o dossel da flore\ sta.)Tj 0.0162 Tc 0.4809 Tw 19.92 -17.76 Td (O pasto sujo confunde-se tanto com pasto limpo \(8,2%\), devido \340 con\ fus\343o com a subclasse)Tj 0.0246 Tc 0.0782 Tw -19.92 -15.12 Td (pasto intermedi\341rio, quanto com capoeiras com menos de 10 anos \(5,2%\ \), dada a sua semelhan\347a)Tj 0.0308 Tc 0.2264 Tw 0 -14.88 TD (com as capoeiras mais novas. Ap\363s os agrupamentos, a classe com maior\ percentual de confus\343o)Tj 0.0164 Tc 1.5136 Tw 0 -15.12 TD (\351 a capoeira com mais de 10 anos, que apresenta 23,8% da \341rea das \ amostras de treinamento)Tj ET 0 0 0 RG 0.24 w 10 M 1 j 1 J []0 d 67.44 723.84 m 148.56 672.96 l S 0 g BT /T1_1 9 Tf 0 Tc 0 Tw 1 0 0 1 287.492 28.8 Tm (1490)Tj ET endstream endobj 1360 0 obj 11079 endobj 1361 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1362 0 obj << /Type /ExtGState /SA false /OP false /HT /Default /op false >> endobj 1363 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1364 0 obj << /Type /ExtGState /SA false /OP true /HT /Default /op true >> endobj 1365 0 obj << /Length 1366 0 R >> stream 0 0 0 1 k 1 i /RelativeColorimetric ri /GS0 gs BT /T1_0 1 Tf -0.017 Tw 12 0 0 12 70.5 741.5 Tm (classificada como capoeiras com menos de 10 anos. Esta confus\343o \351 \ de certa forma esperada, pois)Tj -0.032 Tw 0 -1.25 TD (ambas s\343o classes de capoeiras.)Tj 0.125 Tw 1.6667 -1.5 Td (As florestas respondem por aproximadamente 61% da \341rea estudada, enqu\ anto que a \341rea)Tj 0.101 Tw -1.6667 -1.25 Td (desflorestada \(pastos e capoeiras\) correspondem a cerca de 37%. As \341\ reas com domin\342ncia de)Tj -0.06 Tw T* (baba\347u representam 1,7% do total da \341rea e os rios respondem apena\ s por 0,3%. 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New York, Cambridge University\ Press,)Tj -0.0343 Tc -0.0137 Tw -50.4 -15.12 Td (1993. cap. 7, p. 145-166.)Tj 0.0369 Tc 1.4031 Tw -14.16 -17.76 Td (Aguiar, A.P.D. )Tj 0 Tc 0 Tw ( )Tj /TT0 12 Tf 0.0157 Tc 1.6643 Tw 83.28 0 Td (Utiliza\347\343o de atributos derivados de propor\347\365es de classes d\ entro de um)Tj 0.0063 Tc 0.1246 Tw -69.12 -15.12 Td (elemento de resolu\347\343o de imagem \(\223pixel\224\) na classifica\347\ \343o multiespectral de imagens de)Tj 0.0379 Tc 1.8821 Tw T* (sensoriamento remoto)Tj /TT1 12 Tf 0.0044 Tc 2.1023 Tw 115.44 0 Td (. \(Disserta\347\343o de Mestrado em Sensoriamento Remoto\) - Instituto\ )Tj 0.0356 Tc -0.0356 Tw -115.44 -15.12 Td (Nacional de Pesquisas Espaciais, S\343o Jos\351 dos Campos, 1991. 202)Tj -0.0436 Tc 0.0436 Tw 322.32 0 Td ( p. \(INPE-5541-TDI/529\).)Tj 0.0158 Tc 2.2814 Tw -336.48 -18 Td (Batista, G.T.; Medeiros, J.S.; Mello, E.M.K; Moreira, J.C.; Bins, L.S. \ A new approach for)Tj 0.064 Tc 4.376 Tw 14.16 -14.88 Td (deforestation assessment. 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