id sid tid token lemma pos zw12z319996 1 1 recent recent ADJ zw12z319996 1 2 advances advance NOUN zw12z319996 1 3 in in ADP zw12z319996 1 4 biomedical biomedical ADJ zw12z319996 1 5 imaging imaging NOUN zw12z319996 1 6 technology technology NOUN zw12z319996 1 7 have have AUX zw12z319996 1 8 made make VERB zw12z319996 1 9 possible possible ADJ zw12z319996 1 10 the the DET zw12z319996 1 11 visualization visualization NOUN zw12z319996 1 12 of of ADP zw12z319996 1 13 various various ADJ zw12z319996 1 14 objects object NOUN zw12z319996 1 15 ranging range VERB zw12z319996 1 16 from from ADP zw12z319996 1 17 internal internal ADJ zw12z319996 1 18 organs organ NOUN zw12z319996 1 19 to to ADP zw12z319996 1 20 microorganisms microorganism NOUN zw12z319996 1 21 . . PUNCT zw12z319996 2 1 quantitative quantitative ADJ zw12z319996 2 2 analysis analysis NOUN zw12z319996 2 3 of of ADP zw12z319996 2 4 these these DET zw12z319996 2 5 image image NOUN zw12z319996 2 6 data datum NOUN zw12z319996 2 7 provide provide VERB zw12z319996 2 8 essential essential ADJ zw12z319996 2 9 information information NOUN zw12z319996 2 10 for for ADP zw12z319996 2 11 clinical clinical ADJ zw12z319996 2 12 and and CCONJ zw12z319996 2 13 biological biological ADJ zw12z319996 2 14 research research NOUN zw12z319996 2 15 . . PUNCT zw12z319996 3 1 in in ADP zw12z319996 3 2 this this DET zw12z319996 3 3 dissertation dissertation NOUN zw12z319996 3 4 , , PUNCT zw12z319996 3 5 we we PRON zw12z319996 3 6 present present VERB zw12z319996 3 7 algorithms algorithm NOUN zw12z319996 3 8 for for ADP zw12z319996 3 9 the the DET zw12z319996 3 10 identification identification NOUN zw12z319996 3 11 , , PUNCT zw12z319996 3 12 segmentation segmentation NOUN zw12z319996 3 13 and and CCONJ zw12z319996 3 14 analysis analysis NOUN zw12z319996 3 15 of of ADP zw12z319996 3 16 biomedical biomedical ADJ zw12z319996 3 17 objects object NOUN zw12z319996 3 18 in in ADP zw12z319996 3 19 several several ADJ zw12z319996 3 20 problems problem NOUN zw12z319996 3 21 , , PUNCT zw12z319996 3 22 most most ADJ zw12z319996 3 23 of of ADP zw12z319996 3 24 which which PRON zw12z319996 3 25 pose pose VERB zw12z319996 3 26 difficulties difficulty NOUN zw12z319996 3 27 because because SCONJ zw12z319996 3 28 of of ADP zw12z319996 3 29 their their PRON zw12z319996 3 30 high high ADJ zw12z319996 3 31 dimension dimension NOUN zw12z319996 3 32 , , PUNCT zw12z319996 3 33 high high ADJ zw12z319996 3 34 quantity quantity NOUN zw12z319996 3 35 and and CCONJ zw12z319996 3 36 high high ADJ zw12z319996 3 37 complexity complexity NOUN zw12z319996 3 38 . . PUNCT zw12z319996 4 1 the the DET zw12z319996 4 2 problems problem NOUN zw12z319996 4 3 we we PRON zw12z319996 4 4 studied study VERB zw12z319996 4 5 include include VERB zw12z319996 4 6 objects object NOUN zw12z319996 4 7 with with ADP zw12z319996 4 8 complicated complicated ADJ zw12z319996 4 9 branching branching NOUN zw12z319996 4 10 and and CCONJ zw12z319996 4 11 networking networking NOUN zw12z319996 4 12 structure structure NOUN zw12z319996 4 13 such such ADJ zw12z319996 4 14 as as ADP zw12z319996 4 15 the the DET zw12z319996 4 16 double double ADJ zw12z319996 4 17 walls wall NOUN zw12z319996 4 18 of of ADP zw12z319996 4 19 human human ADJ zw12z319996 4 20 airway airway NOUN zw12z319996 4 21 trees tree NOUN zw12z319996 4 22 and and CCONJ zw12z319996 4 23 fibrin fibrin NOUN zw12z319996 4 24 networks network NOUN zw12z319996 4 25 in in ADP zw12z319996 4 26 blood blood NOUN zw12z319996 4 27 clots clot NOUN zw12z319996 4 28 , , PUNCT zw12z319996 4 29 as as ADV zw12z319996 4 30 well well ADV zw12z319996 4 31 as as ADP zw12z319996 4 32 small small ADJ zw12z319996 4 33 objects object NOUN zw12z319996 4 34 with with ADP zw12z319996 4 35 massive massive ADJ zw12z319996 4 36 quantities quantity NOUN zw12z319996 4 37 or or CCONJ zw12z319996 4 38 temporal temporal ADJ zw12z319996 4 39 behaviors behavior NOUN zw12z319996 4 40 such such ADJ zw12z319996 4 41 as as ADP zw12z319996 4 42 the the DET zw12z319996 4 43 cells cell NOUN zw12z319996 4 44 in in ADP zw12z319996 4 45 lymph lymph NOUN zw12z319996 4 46 node node NOUN zw12z319996 4 47 tissue tissue NOUN zw12z319996 4 48 sections section NOUN zw12z319996 4 49 and and CCONJ zw12z319996 4 50 moving move VERB zw12z319996 4 51 bacteria bacteria NOUN zw12z319996 4 52 . . PUNCT zw12z319996 5 1 the the DET zw12z319996 5 2 proposed propose VERB zw12z319996 5 3 algorithms algorithm NOUN zw12z319996 5 4 are be AUX zw12z319996 5 5 based base VERB zw12z319996 5 6 on on ADP zw12z319996 5 7 combinations combination NOUN zw12z319996 5 8 of of ADP zw12z319996 5 9 a a DET zw12z319996 5 10 variety variety NOUN zw12z319996 5 11 of of ADP zw12z319996 5 12 techniques technique NOUN zw12z319996 5 13 including include VERB zw12z319996 5 14 optimal optimal ADJ zw12z319996 5 15 graph graph NOUN zw12z319996 5 16 search search NOUN zw12z319996 5 17 , , PUNCT zw12z319996 5 18 medial medial ADJ zw12z319996 5 19 axis axis NOUN zw12z319996 5 20 analysis analysis NOUN zw12z319996 5 21 , , PUNCT zw12z319996 5 22 graph graph NOUN zw12z319996 5 23 matching matching NOUN zw12z319996 5 24 , , PUNCT zw12z319996 5 25 shape shape NOUN zw12z319996 5 26 feature feature NOUN zw12z319996 5 27 extraction extraction NOUN zw12z319996 5 28 and and CCONJ zw12z319996 5 29 machine machine NOUN zw12z319996 5 30 learning learning NOUN zw12z319996 5 31 . . PUNCT zw12z319996 6 1 our our PRON zw12z319996 6 2 approaches approach NOUN zw12z319996 6 3 either either CCONJ zw12z319996 6 4 provide provide VERB zw12z319996 6 5 tools tool NOUN zw12z319996 6 6 for for ADP zw12z319996 6 7 automatic automatic ADJ zw12z319996 6 8 and and CCONJ zw12z319996 6 9 reliable reliable ADJ zw12z319996 6 10 analysis analysis NOUN zw12z319996 6 11 , , PUNCT zw12z319996 6 12 or or CCONJ zw12z319996 6 13 significantly significantly ADV zw12z319996 6 14 reduce reduce VERB zw12z319996 6 15 the the DET zw12z319996 6 16 human human ADJ zw12z319996 6 17 effort effort NOUN zw12z319996 6 18 involved involve VERB zw12z319996 6 19 in in ADP zw12z319996 6 20 interactive interactive ADJ zw12z319996 6 21 analysis analysis NOUN zw12z319996 6 22 . . PUNCT zw12z319996 7 1 as as ADP zw12z319996 7 2 a a DET zw12z319996 7 3 result result NOUN zw12z319996 7 4 , , PUNCT zw12z319996 7 5 we we PRON zw12z319996 7 6 also also ADV zw12z319996 7 7 perform perform VERB zw12z319996 7 8 some some DET zw12z319996 7 9 quantitative quantitative ADJ zw12z319996 7 10 analysis analysis NOUN zw12z319996 7 11 based base VERB zw12z319996 7 12 on on ADP zw12z319996 7 13 the the DET zw12z319996 7 14 output output NOUN zw12z319996 7 15 of of ADP zw12z319996 7 16 our our PRON zw12z319996 7 17 algorithms algorithm NOUN zw12z319996 7 18 , , PUNCT zw12z319996 7 19 which which PRON zw12z319996 7 20 generate generate VERB zw12z319996 7 21 biologically biologically ADV zw12z319996 7 22 or or CCONJ zw12z319996 7 23 diagnostically diagnostically ADV zw12z319996 7 24 meaningful meaningful ADJ zw12z319996 7 25 findings finding NOUN zw12z319996 7 26 . . PUNCT