id sid tid token lemma pos f4752f78002 1 1 pathologists pathologist NOUN f4752f78002 1 2 rely rely VERB f4752f78002 1 3 on on ADP f4752f78002 1 4 histology histology NOUN f4752f78002 1 5 information information NOUN f4752f78002 1 6 for for ADP f4752f78002 1 7 disease disease NOUN f4752f78002 1 8 diagnosis diagnosis NOUN f4752f78002 1 9 and and CCONJ f4752f78002 1 10 patients patient NOUN f4752f78002 1 11 treatment treatment NOUN f4752f78002 1 12 . . PUNCT f4752f78002 2 1 however however ADV f4752f78002 2 2 , , PUNCT f4752f78002 2 3 the the DET f4752f78002 2 4 process process NOUN f4752f78002 2 5 of of ADP f4752f78002 2 6 disease disease NOUN f4752f78002 2 7 characterization characterization NOUN f4752f78002 2 8 by by ADP f4752f78002 2 9 visual visual ADJ f4752f78002 2 10 examination examination NOUN f4752f78002 2 11 of of ADP f4752f78002 2 12 histology histology NOUN f4752f78002 2 13 tissue tissue NOUN f4752f78002 2 14 images image NOUN f4752f78002 2 15 is be AUX f4752f78002 2 16 often often ADV f4752f78002 2 17 labor labor NOUN f4752f78002 2 18 intensive intensive ADJ f4752f78002 2 19 and and CCONJ f4752f78002 2 20 requires require VERB f4752f78002 2 21 expert expert ADJ f4752f78002 2 22 knowledge knowledge NOUN f4752f78002 2 23 . . PUNCT f4752f78002 3 1 in in ADP f4752f78002 3 2 this this DET f4752f78002 3 3 dissertation dissertation NOUN f4752f78002 3 4 , , PUNCT f4752f78002 3 5 we we PRON f4752f78002 3 6 present present VERB f4752f78002 3 7 algorithms algorithm NOUN f4752f78002 3 8 for for ADP f4752f78002 3 9 automatic automatic ADJ f4752f78002 3 10 identification identification NOUN f4752f78002 3 11 of of ADP f4752f78002 3 12 various various ADJ f4752f78002 3 13 biological biological ADJ f4752f78002 3 14 structures structure NOUN f4752f78002 3 15 at at ADP f4752f78002 3 16 different different ADJ f4752f78002 3 17 scales scale NOUN f4752f78002 3 18 , , PUNCT f4752f78002 3 19 for for ADP f4752f78002 3 20 example example NOUN f4752f78002 3 21 , , PUNCT f4752f78002 3 22 tissue tissue NOUN f4752f78002 3 23 regions region NOUN f4752f78002 3 24 , , PUNCT f4752f78002 3 25 immune immune ADJ f4752f78002 3 26 cells cell NOUN f4752f78002 3 27 , , PUNCT f4752f78002 3 28 and and CCONJ f4752f78002 3 29 subcellular subcellular ADJ f4752f78002 3 30 structures structure NOUN f4752f78002 3 31 . . PUNCT f4752f78002 4 1 these these DET f4752f78002 4 2 biological biological ADJ f4752f78002 4 3 structures structure NOUN f4752f78002 4 4 of of ADP f4752f78002 4 5 interest interest NOUN f4752f78002 4 6 are be AUX f4752f78002 4 7 closely closely ADV f4752f78002 4 8 related related ADJ f4752f78002 4 9 to to ADP f4752f78002 4 10 the the DET f4752f78002 4 11 diseases disease NOUN f4752f78002 4 12 , , PUNCT f4752f78002 4 13 and and CCONJ f4752f78002 4 14 are be AUX f4752f78002 4 15 needed need VERB f4752f78002 4 16 to to PART f4752f78002 4 17 be be AUX f4752f78002 4 18 identified identify VERB f4752f78002 4 19 first first ADV f4752f78002 4 20 , , PUNCT f4752f78002 4 21 so so SCONJ f4752f78002 4 22 that that SCONJ f4752f78002 4 23 properties property NOUN f4752f78002 4 24 of of ADP f4752f78002 4 25 these these DET f4752f78002 4 26 biological biological ADJ f4752f78002 4 27 structures structure NOUN f4752f78002 4 28 can can AUX f4752f78002 4 29 be be AUX f4752f78002 4 30 extracted extract VERB f4752f78002 4 31 to to PART f4752f78002 4 32 analyze analyze VERB f4752f78002 4 33 the the DET f4752f78002 4 34 diseases disease NOUN f4752f78002 4 35 . . PUNCT f4752f78002 5 1 however however ADV f4752f78002 5 2 , , PUNCT f4752f78002 5 3 in in ADP f4752f78002 5 4 histology histology NOUN f4752f78002 5 5 tissue tissue NOUN f4752f78002 5 6 images image NOUN f4752f78002 5 7 , , PUNCT f4752f78002 5 8 these these DET f4752f78002 5 9 biological biological ADJ f4752f78002 5 10 structures structure NOUN f4752f78002 5 11 usually usually ADV f4752f78002 5 12 have have VERB f4752f78002 5 13 large large ADJ f4752f78002 5 14 variations variation NOUN f4752f78002 5 15 with with ADP f4752f78002 5 16 respect respect NOUN f4752f78002 5 17 to to ADP f4752f78002 5 18 , , PUNCT f4752f78002 5 19 for for ADP f4752f78002 5 20 example example NOUN f4752f78002 5 21 , , PUNCT f4752f78002 5 22 shape shape NOUN f4752f78002 5 23 , , PUNCT f4752f78002 5 24 size size NOUN f4752f78002 5 25 , , PUNCT f4752f78002 5 26 and and CCONJ f4752f78002 5 27 color color NOUN f4752f78002 5 28 , , PUNCT f4752f78002 5 29 both both PRON f4752f78002 5 30 across across ADP f4752f78002 5 31 different different ADJ f4752f78002 5 32 images image NOUN f4752f78002 5 33 , , PUNCT f4752f78002 5 34 or or CCONJ f4752f78002 5 35 within within ADP f4752f78002 5 36 the the DET f4752f78002 5 37 same same ADJ f4752f78002 5 38 image image NOUN f4752f78002 5 39 . . PUNCT f4752f78002 6 1 also also ADV f4752f78002 6 2 , , PUNCT f4752f78002 6 3 the the DET f4752f78002 6 4 biological biological ADJ f4752f78002 6 5 structures structure NOUN f4752f78002 6 6 are be AUX f4752f78002 6 7 embedded embed VERB f4752f78002 6 8 in in ADP f4752f78002 6 9 a a DET f4752f78002 6 10 very very ADV f4752f78002 6 11 complex complex ADJ f4752f78002 6 12 tissue tissue NOUN f4752f78002 6 13 background background NOUN f4752f78002 6 14 , , PUNCT f4752f78002 6 15 which which PRON f4752f78002 6 16 is be AUX f4752f78002 6 17 quite quite ADV f4752f78002 6 18 noisy noisy ADJ f4752f78002 6 19 and and CCONJ f4752f78002 6 20 possibly possibly ADV f4752f78002 6 21 has have VERB f4752f78002 6 22 considerable considerable ADJ f4752f78002 6 23 artifacts artifact NOUN f4752f78002 6 24 . . PUNCT f4752f78002 7 1 therefore therefore ADV f4752f78002 7 2 , , PUNCT f4752f78002 7 3 it it PRON f4752f78002 7 4 is be AUX f4752f78002 7 5 very very ADV f4752f78002 7 6 challenging challenging ADJ f4752f78002 7 7 to to PART f4752f78002 7 8 identify identify VERB f4752f78002 7 9 these these DET f4752f78002 7 10 biological biological ADJ f4752f78002 7 11 structures structure NOUN f4752f78002 7 12 . . PUNCT f4752f78002 8 1 the the DET f4752f78002 8 2 proposed propose VERB f4752f78002 8 3 algorithms algorithm NOUN f4752f78002 8 4 are be AUX f4752f78002 8 5 based base VERB f4752f78002 8 6 on on ADP f4752f78002 8 7 combinations combination NOUN f4752f78002 8 8 of of ADP f4752f78002 8 9 computer computer NOUN f4752f78002 8 10 vision vision NOUN f4752f78002 8 11 and and CCONJ f4752f78002 8 12 machine machine NOUN f4752f78002 8 13 learning learning NOUN f4752f78002 8 14 ( ( PUNCT f4752f78002 8 15 including include VERB f4752f78002 8 16 deep deep ADJ f4752f78002 8 17 learning learning NOUN f4752f78002 8 18 ) ) PUNCT f4752f78002 8 19 techniques technique NOUN f4752f78002 8 20 , , PUNCT f4752f78002 8 21 to to PART f4752f78002 8 22 resolve resolve VERB f4752f78002 8 23 or or CCONJ f4752f78002 8 24 alleviate alleviate VERB f4752f78002 8 25 the the DET f4752f78002 8 26 challenges challenge NOUN f4752f78002 8 27 . . PUNCT f4752f78002 9 1 as as ADP f4752f78002 9 2 a a DET f4752f78002 9 3 result result NOUN f4752f78002 9 4 , , PUNCT f4752f78002 9 5 the the DET f4752f78002 9 6 proposed propose VERB f4752f78002 9 7 algorithms algorithm NOUN f4752f78002 9 8 not not PART f4752f78002 9 9 only only ADV f4752f78002 9 10 provide provide VERB f4752f78002 9 11 useful useful ADJ f4752f78002 9 12 tools tool NOUN f4752f78002 9 13 for for ADP f4752f78002 9 14 automatic automatic ADJ f4752f78002 9 15 identification identification NOUN f4752f78002 9 16 of of ADP f4752f78002 9 17 biological biological ADJ f4752f78002 9 18 structures structure NOUN f4752f78002 9 19 ( ( PUNCT f4752f78002 9 20 which which PRON f4752f78002 9 21 greatly greatly ADV f4752f78002 9 22 releases release VERB f4752f78002 9 23 the the DET f4752f78002 9 24 burden burden NOUN f4752f78002 9 25 of of ADP f4752f78002 9 26 visual visual ADJ f4752f78002 9 27 examination examination NOUN f4752f78002 9 28 of of ADP f4752f78002 9 29 histology histology NOUN f4752f78002 9 30 tissue tissue NOUN f4752f78002 9 31 images image NOUN f4752f78002 9 32 from from ADP f4752f78002 9 33 pathologists pathologist NOUN f4752f78002 9 34 ) ) PUNCT f4752f78002 9 35 , , PUNCT f4752f78002 9 36 but but CCONJ f4752f78002 9 37 also also ADV f4752f78002 9 38 introduce introduce VERB f4752f78002 9 39 an an DET f4752f78002 9 40 opportunity opportunity NOUN f4752f78002 9 41 for for ADP f4752f78002 9 42 quantitative quantitative ADJ f4752f78002 9 43 analysis analysis NOUN f4752f78002 9 44 of of ADP f4752f78002 9 45 the the DET f4752f78002 9 46 diseases disease NOUN f4752f78002 9 47 ( ( PUNCT f4752f78002 9 48 which which PRON f4752f78002 9 49 substantially substantially ADV f4752f78002 9 50 reduces reduce VERB f4752f78002 9 51 the the DET f4752f78002 9 52 degree degree NOUN f4752f78002 9 53 of of ADP f4752f78002 9 54 subjectiveness subjectiveness NOUN f4752f78002 9 55 of of ADP f4752f78002 9 56 disease disease NOUN f4752f78002 9 57 analysis analysis NOUN f4752f78002 9 58 , , PUNCT f4752f78002 9 59 and and CCONJ f4752f78002 9 60 provides provide VERB f4752f78002 9 61 novel novel ADJ f4752f78002 9 62 insights insight NOUN f4752f78002 9 63 into into ADP f4752f78002 9 64 the the DET f4752f78002 9 65 diseases disease NOUN f4752f78002 9 66 ) ) PUNCT f4752f78002 9 67 . . PUNCT