id sid tid token lemma pos mg74qj7508m 1 1 image image NOUN mg74qj7508m 1 2 processing processing NOUN mg74qj7508m 1 3 techniques technique NOUN mg74qj7508m 1 4 can can AUX mg74qj7508m 1 5 be be AUX mg74qj7508m 1 6 applied apply VERB mg74qj7508m 1 7 to to PART mg74qj7508m 1 8 solve solve VERB mg74qj7508m 1 9 problems problem NOUN mg74qj7508m 1 10 in in ADP mg74qj7508m 1 11 many many ADJ mg74qj7508m 1 12 fields field NOUN mg74qj7508m 1 13 , , PUNCT mg74qj7508m 1 14 including include VERB mg74qj7508m 1 15 biomedicine biomedicine NOUN mg74qj7508m 1 16 , , PUNCT mg74qj7508m 1 17 robotics robotic NOUN mg74qj7508m 1 18 , , PUNCT mg74qj7508m 1 19 security security NOUN mg74qj7508m 1 20 , , PUNCT mg74qj7508m 1 21 computer computer NOUN mg74qj7508m 1 22 vision vision NOUN mg74qj7508m 1 23 , , PUNCT mg74qj7508m 1 24 etc etc X mg74qj7508m 1 25 . . X mg74qj7508m 2 1 in in ADP mg74qj7508m 2 2 order order NOUN mg74qj7508m 2 3 for for SCONJ mg74qj7508m 2 4 the the DET mg74qj7508m 2 5 solutions solution NOUN mg74qj7508m 2 6 to to PART mg74qj7508m 2 7 achieve achieve VERB mg74qj7508m 2 8 good good ADJ mg74qj7508m 2 9 performance performance NOUN mg74qj7508m 2 10 in in ADP mg74qj7508m 2 11 terms term NOUN mg74qj7508m 2 12 of of ADP mg74qj7508m 2 13 effectiveness effectiveness NOUN mg74qj7508m 2 14 and and CCONJ mg74qj7508m 2 15 efficiency efficiency NOUN mg74qj7508m 2 16 , , PUNCT mg74qj7508m 2 17 the the DET mg74qj7508m 2 18 problems problem NOUN mg74qj7508m 2 19 need need VERB mg74qj7508m 2 20 to to PART mg74qj7508m 2 21 be be AUX mg74qj7508m 2 22 modeled model VERB mg74qj7508m 2 23 properly properly ADV mg74qj7508m 2 24 and and CCONJ mg74qj7508m 2 25 solved solve VERB mg74qj7508m 2 26 in in ADP mg74qj7508m 2 27 an an DET mg74qj7508m 2 28 efficient efficient ADJ mg74qj7508m 2 29 manner manner NOUN mg74qj7508m 2 30 . . PUNCT mg74qj7508m 3 1 in in ADP mg74qj7508m 3 2 this this DET mg74qj7508m 3 3 dissertation dissertation NOUN mg74qj7508m 3 4 , , PUNCT mg74qj7508m 3 5 we we PRON mg74qj7508m 3 6 present present VERB mg74qj7508m 3 7 new new ADJ mg74qj7508m 3 8 algorithms algorithm NOUN mg74qj7508m 3 9 for for ADP mg74qj7508m 3 10 several several ADJ mg74qj7508m 3 11 problems problem NOUN mg74qj7508m 3 12 in in ADP mg74qj7508m 3 13 biomedical biomedical ADJ mg74qj7508m 3 14 image image NOUN mg74qj7508m 3 15 processing processing NOUN mg74qj7508m 3 16 and and CCONJ mg74qj7508m 3 17 computer computer NOUN mg74qj7508m 3 18 vision vision NOUN mg74qj7508m 3 19 . . PUNCT mg74qj7508m 4 1 the the DET mg74qj7508m 4 2 problems problem NOUN mg74qj7508m 4 3 we we PRON mg74qj7508m 4 4 study study VERB mg74qj7508m 4 5 are be AUX mg74qj7508m 4 6 either either CCONJ mg74qj7508m 4 7 not not PART mg74qj7508m 4 8 studied study VERB mg74qj7508m 4 9 by by ADP mg74qj7508m 4 10 other other ADJ mg74qj7508m 4 11 people people NOUN mg74qj7508m 4 12 before before ADV mg74qj7508m 4 13 , , PUNCT mg74qj7508m 4 14 or or CCONJ mg74qj7508m 4 15 the the DET mg74qj7508m 4 16 existing exist VERB mg74qj7508m 4 17 solutions solution NOUN mg74qj7508m 4 18 are be AUX mg74qj7508m 4 19 not not PART mg74qj7508m 4 20 satisfactory satisfactory ADJ mg74qj7508m 4 21 enough enough ADV mg74qj7508m 4 22 , , PUNCT mg74qj7508m 4 23 due due ADP mg74qj7508m 4 24 to to ADP mg74qj7508m 4 25 improper improper ADJ mg74qj7508m 4 26 models model NOUN mg74qj7508m 4 27 chosen choose VERB mg74qj7508m 4 28 , , PUNCT mg74qj7508m 4 29 or or CCONJ mg74qj7508m 4 30 non non ADJ mg74qj7508m 4 31 - - ADJ mg74qj7508m 4 32 optimal optimal ADJ mg74qj7508m 4 33 solutions solution NOUN mg74qj7508m 4 34 adopted adopt VERB mg74qj7508m 4 35 . . PUNCT mg74qj7508m 5 1 for for ADP mg74qj7508m 5 2 the the DET mg74qj7508m 5 3 biomedical biomedical ADJ mg74qj7508m 5 4 image image NOUN mg74qj7508m 5 5 processing processing NOUN mg74qj7508m 5 6 problems problem NOUN mg74qj7508m 5 7 , , PUNCT mg74qj7508m 5 8 unlike unlike ADP mg74qj7508m 5 9 traditional traditional ADJ mg74qj7508m 5 10 image image NOUN mg74qj7508m 5 11 processing processing NOUN mg74qj7508m 5 12 approaches approach NOUN mg74qj7508m 5 13 that that PRON mg74qj7508m 5 14 are be AUX mg74qj7508m 5 15 based base VERB mg74qj7508m 5 16 on on ADP mg74qj7508m 5 17 signal signal NOUN mg74qj7508m 5 18 processing processing NOUN mg74qj7508m 5 19 techniques technique NOUN mg74qj7508m 5 20 , , PUNCT mg74qj7508m 5 21 we we PRON mg74qj7508m 5 22 design design VERB mg74qj7508m 5 23 algorithms algorithm NOUN mg74qj7508m 5 24 based base VERB mg74qj7508m 5 25 on on ADP mg74qj7508m 5 26 the the DET mg74qj7508m 5 27 geometric geometric ADJ mg74qj7508m 5 28 features feature NOUN mg74qj7508m 5 29 of of ADP mg74qj7508m 5 30 target target NOUN mg74qj7508m 5 31 objects object NOUN mg74qj7508m 5 32 ( ( PUNCT mg74qj7508m 5 33 e.g. e.g. ADV mg74qj7508m 5 34 , , PUNCT mg74qj7508m 5 35 blood blood NOUN mg74qj7508m 5 36 clots clot NOUN mg74qj7508m 5 37 , , PUNCT mg74qj7508m 5 38 bones bone NOUN mg74qj7508m 5 39 , , PUNCT mg74qj7508m 5 40 vessels vessel NOUN mg74qj7508m 5 41 , , PUNCT mg74qj7508m 5 42 etc etc X mg74qj7508m 5 43 . . X mg74qj7508m 5 44 ) ) PUNCT mg74qj7508m 5 45 , , PUNCT mg74qj7508m 5 46 and and CCONJ mg74qj7508m 5 47 apply apply VERB mg74qj7508m 5 48 graph graph NOUN mg74qj7508m 5 49 algorithms algorithm NOUN mg74qj7508m 5 50 , , PUNCT mg74qj7508m 5 51 as as ADV mg74qj7508m 5 52 well well ADV mg74qj7508m 5 53 as as ADP mg74qj7508m 5 54 other other ADJ mg74qj7508m 5 55 algorithms algorithm NOUN mg74qj7508m 5 56 in in ADP mg74qj7508m 5 57 computational computational ADJ mg74qj7508m 5 58 geometry geometry NOUN mg74qj7508m 5 59 to to PART mg74qj7508m 5 60 solve solve VERB mg74qj7508m 5 61 the the DET mg74qj7508m 5 62 problems problem NOUN mg74qj7508m 5 63 . . PUNCT mg74qj7508m 6 1 we we PRON mg74qj7508m 6 2 also also ADV mg74qj7508m 6 3 study study VERB mg74qj7508m 6 4 the the DET mg74qj7508m 6 5 image image NOUN mg74qj7508m 6 6 completion completion NOUN mg74qj7508m 6 7 problem problem NOUN mg74qj7508m 6 8 , , PUNCT mg74qj7508m 6 9 which which PRON mg74qj7508m 6 10 is be AUX mg74qj7508m 6 11 a a DET mg74qj7508m 6 12 common common ADJ mg74qj7508m 6 13 problem problem NOUN mg74qj7508m 6 14 in in ADP mg74qj7508m 6 15 computer computer NOUN mg74qj7508m 6 16 vision vision NOUN mg74qj7508m 6 17 . . PUNCT mg74qj7508m 7 1 we we PRON mg74qj7508m 7 2 design design VERB mg74qj7508m 7 3 algorithms algorithm NOUN mg74qj7508m 7 4 based base VERB mg74qj7508m 7 5 on on ADP mg74qj7508m 7 6 existing exist VERB mg74qj7508m 7 7 algorithm algorithm NOUN mg74qj7508m 7 8 frameworks framework NOUN mg74qj7508m 7 9 , , PUNCT mg74qj7508m 7 10 but but CCONJ mg74qj7508m 7 11 adopt adopt VERB mg74qj7508m 7 12 new new ADJ mg74qj7508m 7 13 models model NOUN mg74qj7508m 7 14 and and CCONJ mg74qj7508m 7 15 seek seek VERB mg74qj7508m 7 16 optimal optimal ADJ mg74qj7508m 7 17 solutions solution NOUN mg74qj7508m 7 18 to to PART mg74qj7508m 7 19 solve solve VERB mg74qj7508m 7 20 many many ADJ mg74qj7508m 7 21 key key ADJ mg74qj7508m 7 22 sub sub NOUN mg74qj7508m 7 23 - - NOUN mg74qj7508m 7 24 problems problem NOUN mg74qj7508m 7 25 , , PUNCT mg74qj7508m 7 26 while while SCONJ mg74qj7508m 7 27 most most ADJ mg74qj7508m 7 28 existing existing ADJ mg74qj7508m 7 29 algorithms algorithm NOUN mg74qj7508m 7 30 rely rely VERB mg74qj7508m 7 31 heavily heavily ADV mg74qj7508m 7 32 on on ADP mg74qj7508m 7 33 heuristics heuristic NOUN mg74qj7508m 7 34 , , PUNCT mg74qj7508m 7 35 and and CCONJ mg74qj7508m 7 36 can can AUX mg74qj7508m 7 37 not not PART mg74qj7508m 7 38 handle handle VERB mg74qj7508m 7 39 many many ADJ mg74qj7508m 7 40 complicated complicated ADJ mg74qj7508m 7 41 cases case NOUN mg74qj7508m 7 42 sufficiently sufficiently ADV mg74qj7508m 7 43 well well ADV mg74qj7508m 7 44 . . PUNCT mg74qj7508m 8 1 in in ADP mg74qj7508m 8 2 our our PRON mg74qj7508m 8 3 new new ADJ mg74qj7508m 8 4 approaches approach NOUN mg74qj7508m 8 5 , , PUNCT mg74qj7508m 8 6 we we PRON mg74qj7508m 8 7 extensively extensively ADV mg74qj7508m 8 8 apply apply VERB mg74qj7508m 8 9 graph graph NOUN mg74qj7508m 8 10 algorithms algorithm NOUN mg74qj7508m 8 11 , , PUNCT mg74qj7508m 8 12 optimization optimization NOUN mg74qj7508m 8 13 techniques technique NOUN mg74qj7508m 8 14 and and CCONJ mg74qj7508m 8 15 other other ADJ mg74qj7508m 8 16 algorithms algorithm NOUN mg74qj7508m 8 17 in in ADP mg74qj7508m 8 18 computational computational ADJ mg74qj7508m 8 19 geometry geometry NOUN mg74qj7508m 8 20 , , PUNCT mg74qj7508m 8 21 and and CCONJ mg74qj7508m 8 22 achieve achieve VERB mg74qj7508m 8 23 better well ADJ mg74qj7508m 8 24 performance performance NOUN mg74qj7508m 8 25 than than ADP mg74qj7508m 8 26 traditional traditional ADJ mg74qj7508m 8 27 methods method NOUN mg74qj7508m 8 28 . . PUNCT mg74qj7508m 9 1 the the DET mg74qj7508m 9 2 algorithms algorithm NOUN mg74qj7508m 9 3 we we PRON mg74qj7508m 9 4 apply apply VERB mg74qj7508m 9 5 , , PUNCT mg74qj7508m 9 6 extend extend VERB mg74qj7508m 9 7 or or CCONJ mg74qj7508m 9 8 design design VERB mg74qj7508m 9 9 to to PART mg74qj7508m 9 10 solve solve VERB mg74qj7508m 9 11 the the DET mg74qj7508m 9 12 problems problem NOUN mg74qj7508m 9 13 include include VERB mg74qj7508m 9 14 clustering clustering NOUN mg74qj7508m 9 15 , , PUNCT mg74qj7508m 9 16 plane plane NOUN mg74qj7508m 9 17 sweeping sweeping NOUN mg74qj7508m 9 18 , , PUNCT mg74qj7508m 9 19 graph graph NOUN mg74qj7508m 9 20 search search NOUN mg74qj7508m 9 21 , , PUNCT mg74qj7508m 9 22 maximum maximum ADJ mg74qj7508m 9 23 - - PUNCT mg74qj7508m 9 24 weight weight NOUN mg74qj7508m 9 25 independent independent ADJ mg74qj7508m 9 26 set set NOUN mg74qj7508m 9 27 on on ADP mg74qj7508m 9 28 circle circle NOUN mg74qj7508m 9 29 graphs graph NOUN mg74qj7508m 9 30 , , PUNCT mg74qj7508m 9 31 etc etc X mg74qj7508m 9 32 . . X mg74qj7508m 10 1 we we PRON mg74qj7508m 10 2 also also ADV mg74qj7508m 10 3 perform perform VERB mg74qj7508m 10 4 quantitative quantitative ADJ mg74qj7508m 10 5 analyses analysis NOUN mg74qj7508m 10 6 on on ADP mg74qj7508m 10 7 the the DET mg74qj7508m 10 8 image image NOUN mg74qj7508m 10 9 data datum NOUN mg74qj7508m 10 10 based base VERB mg74qj7508m 10 11 on on ADP mg74qj7508m 10 12 the the DET mg74qj7508m 10 13 image image NOUN mg74qj7508m 10 14 processing processing NOUN mg74qj7508m 10 15 results result NOUN mg74qj7508m 10 16 . . PUNCT mg74qj7508m 11 1 the the DET mg74qj7508m 11 2 analysis analysis NOUN mg74qj7508m 11 3 results result VERB mg74qj7508m 11 4 we we PRON mg74qj7508m 11 5 produce produce VERB mg74qj7508m 11 6 help help NOUN mg74qj7508m 11 7 physicians physician NOUN mg74qj7508m 11 8 and and CCONJ mg74qj7508m 11 9 biologists biologist NOUN mg74qj7508m 11 10 explore explore VERB mg74qj7508m 11 11 unknown unknown ADJ mg74qj7508m 11 12 mechanisms mechanism NOUN mg74qj7508m 11 13 of of ADP mg74qj7508m 11 14 the the DET mg74qj7508m 11 15 human human ADJ mg74qj7508m 11 16 body body NOUN mg74qj7508m 11 17 , , PUNCT mg74qj7508m 11 18 and and CCONJ mg74qj7508m 11 19 develop develop VERB mg74qj7508m 11 20 therapeutic therapeutic ADJ mg74qj7508m 11 21 strategies strategy NOUN mg74qj7508m 11 22 to to PART mg74qj7508m 11 23 better well ADV mg74qj7508m 11 24 treat treat VERB mg74qj7508m 11 25 patients patient NOUN mg74qj7508m 11 26 . . PUNCT