id sid tid token lemma pos hm50tq59w6k 1 1 positron positron NOUN hm50tq59w6k 1 2 emission emission NOUN hm50tq59w6k 1 3 tomography tomography NOUN hm50tq59w6k 1 4 ( ( PUNCT hm50tq59w6k 1 5 pet pet NOUN hm50tq59w6k 1 6 ) ) PUNCT hm50tq59w6k 1 7 provides provide VERB hm50tq59w6k 1 8 insight insight NOUN hm50tq59w6k 1 9 into into ADP hm50tq59w6k 1 10 the the DET hm50tq59w6k 1 11 physiology physiology NOUN hm50tq59w6k 1 12 of of ADP hm50tq59w6k 1 13 living living NOUN hm50tq59w6k 1 14 subjects subject NOUN hm50tq59w6k 1 15 and and CCONJ hm50tq59w6k 1 16 is be AUX hm50tq59w6k 1 17 an an DET hm50tq59w6k 1 18 invaluable invaluable ADJ hm50tq59w6k 1 19 tool tool NOUN hm50tq59w6k 1 20 for for ADP hm50tq59w6k 1 21 the the DET hm50tq59w6k 1 22 detection detection NOUN hm50tq59w6k 1 23 and and CCONJ hm50tq59w6k 1 24 staging staging NOUN hm50tq59w6k 1 25 of of ADP hm50tq59w6k 1 26 cancer cancer NOUN hm50tq59w6k 1 27 . . PUNCT hm50tq59w6k 2 1 a a DET hm50tq59w6k 2 2 pet pet ADJ hm50tq59w6k 2 3 scanner scanner NOUN hm50tq59w6k 2 4 detects detect VERB hm50tq59w6k 2 5 photons photon NOUN hm50tq59w6k 2 6 emitted emit VERB hm50tq59w6k 2 7 from from ADP hm50tq59w6k 2 8 targeted target VERB hm50tq59w6k 2 9 regions region NOUN hm50tq59w6k 2 10 inside inside ADP hm50tq59w6k 2 11 the the DET hm50tq59w6k 2 12 body body NOUN hm50tq59w6k 2 13 and and CCONJ hm50tq59w6k 2 14 reconstructs reconstruct VERB hm50tq59w6k 2 15 them they PRON hm50tq59w6k 2 16 into into ADP hm50tq59w6k 2 17 images image NOUN hm50tq59w6k 2 18 . . PUNCT hm50tq59w6k 3 1 these these DET hm50tq59w6k 3 2 emission emission NOUN hm50tq59w6k 3 3 measurements measurement NOUN hm50tq59w6k 3 4 are be AUX hm50tq59w6k 3 5 inherently inherently ADV hm50tq59w6k 3 6 noisy noisy ADJ hm50tq59w6k 3 7 due due ADP hm50tq59w6k 3 8 to to ADP hm50tq59w6k 3 9 the the DET hm50tq59w6k 3 10 limitations limitation NOUN hm50tq59w6k 3 11 of of ADP hm50tq59w6k 3 12 the the DET hm50tq59w6k 3 13 detection detection NOUN hm50tq59w6k 3 14 system system NOUN hm50tq59w6k 3 15 and and CCONJ hm50tq59w6k 3 16 the the DET hm50tq59w6k 3 17 physics physics NOUN hm50tq59w6k 3 18 of of ADP hm50tq59w6k 3 19 the the DET hm50tq59w6k 3 20 decay decay NOUN hm50tq59w6k 3 21 . . PUNCT hm50tq59w6k 4 1 consequently consequently ADV hm50tq59w6k 4 2 , , PUNCT hm50tq59w6k 4 3 this this DET hm50tq59w6k 4 4 noise noise NOUN hm50tq59w6k 4 5 causes cause VERB hm50tq59w6k 4 6 poor poor ADJ hm50tq59w6k 4 7 representations representation NOUN hm50tq59w6k 4 8 of of ADP hm50tq59w6k 4 9 the the DET hm50tq59w6k 4 10 region region NOUN hm50tq59w6k 4 11 of of ADP hm50tq59w6k 4 12 interest interest NOUN hm50tq59w6k 4 13 and and CCONJ hm50tq59w6k 4 14 ultimately ultimately ADV hm50tq59w6k 4 15 complicates complicate VERB hm50tq59w6k 4 16 diagnoses diagnosis NOUN hm50tq59w6k 4 17 . . PUNCT hm50tq59w6k 5 1 one one NUM hm50tq59w6k 5 2 primary primary ADJ hm50tq59w6k 5 3 method method NOUN hm50tq59w6k 5 4 for for ADP hm50tq59w6k 5 5 reducing reduce VERB hm50tq59w6k 5 6 the the DET hm50tq59w6k 5 7 influence influence NOUN hm50tq59w6k 5 8 of of ADP hm50tq59w6k 5 9 the the DET hm50tq59w6k 5 10 noise noise NOUN hm50tq59w6k 5 11 is be AUX hm50tq59w6k 5 12 to to PART hm50tq59w6k 5 13 improve improve VERB hm50tq59w6k 5 14 the the DET hm50tq59w6k 5 15 models model NOUN hm50tq59w6k 5 16 used use VERB hm50tq59w6k 5 17 in in ADP hm50tq59w6k 5 18 the the DET hm50tq59w6k 5 19 image image NOUN hm50tq59w6k 5 20 reconstruction reconstruction NOUN hm50tq59w6k 5 21 . . PUNCT hm50tq59w6k 6 1 this this DET hm50tq59w6k 6 2 dissertation dissertation NOUN hm50tq59w6k 6 3 defends defend VERB hm50tq59w6k 6 4 that that SCONJ hm50tq59w6k 6 5 the the DET hm50tq59w6k 6 6 statistics statistic NOUN hm50tq59w6k 6 7 of of ADP hm50tq59w6k 6 8 the the DET hm50tq59w6k 6 9 pet pet ADJ hm50tq59w6k 6 10 measurements measurement NOUN hm50tq59w6k 6 11 provide provide VERB hm50tq59w6k 6 12 valuable valuable ADJ hm50tq59w6k 6 13 information information NOUN hm50tq59w6k 6 14 for for ADP hm50tq59w6k 6 15 improving improve VERB hm50tq59w6k 6 16 the the DET hm50tq59w6k 6 17 system system NOUN hm50tq59w6k 6 18 and and CCONJ hm50tq59w6k 6 19 data datum NOUN hm50tq59w6k 6 20 model model NOUN hm50tq59w6k 6 21 . . PUNCT hm50tq59w6k 7 1 in in ADP hm50tq59w6k 7 2 particular particular ADJ hm50tq59w6k 7 3 , , PUNCT hm50tq59w6k 7 4 this this DET hm50tq59w6k 7 5 work work NOUN hm50tq59w6k 7 6 develops develop VERB hm50tq59w6k 7 7 a a DET hm50tq59w6k 7 8 successful successful ADJ hm50tq59w6k 7 9 method method NOUN hm50tq59w6k 7 10 for for ADP hm50tq59w6k 7 11 estimating estimate VERB hm50tq59w6k 7 12 geometric geometric ADJ hm50tq59w6k 7 13 system system NOUN hm50tq59w6k 7 14 parameters parameter NOUN hm50tq59w6k 7 15 directly directly ADV hm50tq59w6k 7 16 from from ADP hm50tq59w6k 7 17 data datum NOUN hm50tq59w6k 7 18 measurements measurement NOUN hm50tq59w6k 7 19 . . PUNCT hm50tq59w6k 8 1 these these DET hm50tq59w6k 8 2 parameters parameter NOUN hm50tq59w6k 8 3 are be AUX hm50tq59w6k 8 4 then then ADV hm50tq59w6k 8 5 used use VERB hm50tq59w6k 8 6 to to PART hm50tq59w6k 8 7 accurately accurately ADV hm50tq59w6k 8 8 describe describe VERB hm50tq59w6k 8 9 the the DET hm50tq59w6k 8 10 system system NOUN hm50tq59w6k 8 11 model model NOUN hm50tq59w6k 8 12 . . PUNCT hm50tq59w6k 9 1 along along ADP hm50tq59w6k 9 2 with with ADP hm50tq59w6k 9 3 refining refine VERB hm50tq59w6k 9 4 the the DET hm50tq59w6k 9 5 system system NOUN hm50tq59w6k 9 6 model model NOUN hm50tq59w6k 9 7 , , PUNCT hm50tq59w6k 9 8 this this DET hm50tq59w6k 9 9 research research NOUN hm50tq59w6k 9 10 improves improve VERB hm50tq59w6k 9 11 the the DET hm50tq59w6k 9 12 data data NOUN hm50tq59w6k 9 13 model model NOUN hm50tq59w6k 9 14 for for ADP hm50tq59w6k 9 15 rebinned rebinned ADJ hm50tq59w6k 9 16 pet pet ADJ hm50tq59w6k 9 17 measurements measurement NOUN hm50tq59w6k 9 18 . . PUNCT hm50tq59w6k 10 1 rebinning rebinning NOUN hm50tq59w6k 10 2 represents represent VERB hm50tq59w6k 10 3 an an DET hm50tq59w6k 10 4 approach approach NOUN hm50tq59w6k 10 5 for for ADP hm50tq59w6k 10 6 simplifying simplify VERB hm50tq59w6k 10 7 high high ADJ hm50tq59w6k 10 8 sensitivity sensitivity NOUN hm50tq59w6k 10 9 3d 3d DET hm50tq59w6k 10 10 pet pet ADJ hm50tq59w6k 10 11 data datum NOUN hm50tq59w6k 10 12 into into ADP hm50tq59w6k 10 13 a a DET hm50tq59w6k 10 14 form form NOUN hm50tq59w6k 10 15 that that PRON hm50tq59w6k 10 16 can can AUX hm50tq59w6k 10 17 be be AUX hm50tq59w6k 10 18 quickly quickly ADV hm50tq59w6k 10 19 reconstructed reconstruct VERB hm50tq59w6k 10 20 into into ADP hm50tq59w6k 10 21 a a DET hm50tq59w6k 10 22 meaningful meaningful ADJ hm50tq59w6k 10 23 image image NOUN hm50tq59w6k 10 24 . . PUNCT hm50tq59w6k 11 1 the the DET hm50tq59w6k 11 2 proposed propose VERB hm50tq59w6k 11 3 improved improved ADJ hm50tq59w6k 11 4 data data NOUN hm50tq59w6k 11 5 models model NOUN hm50tq59w6k 11 6 are be AUX hm50tq59w6k 11 7 incorporated incorporate VERB hm50tq59w6k 11 8 into into ADP hm50tq59w6k 11 9 direct direct ADJ hm50tq59w6k 11 10 and and CCONJ hm50tq59w6k 11 11 statistical statistical ADJ hm50tq59w6k 11 12 reconstruction reconstruction NOUN hm50tq59w6k 11 13 algorithms algorithm NOUN hm50tq59w6k 11 14 , , PUNCT hm50tq59w6k 11 15 leading lead VERB hm50tq59w6k 11 16 to to ADP hm50tq59w6k 11 17 techniques technique NOUN hm50tq59w6k 11 18 tailored tailor VERB hm50tq59w6k 11 19 for for ADP hm50tq59w6k 11 20 the the DET hm50tq59w6k 11 21 statistics statistic NOUN hm50tq59w6k 11 22 of of ADP hm50tq59w6k 11 23 rebinned rebinned ADJ hm50tq59w6k 11 24 measurements measurement NOUN hm50tq59w6k 11 25 . . PUNCT hm50tq59w6k 12 1 results result NOUN hm50tq59w6k 12 2 prove prove VERB hm50tq59w6k 12 3 that that SCONJ hm50tq59w6k 12 4 some some PRON hm50tq59w6k 12 5 of of ADP hm50tq59w6k 12 6 the the DET hm50tq59w6k 12 7 new new ADJ hm50tq59w6k 12 8 tailored tailor VERB hm50tq59w6k 12 9 methods method NOUN hm50tq59w6k 12 10 significantly significantly ADV hm50tq59w6k 12 11 outperform outperform VERB hm50tq59w6k 12 12 conventional conventional ADJ hm50tq59w6k 12 13 2d 2d NOUN hm50tq59w6k 12 14 reconstruction reconstruction NOUN hm50tq59w6k 12 15 algorithms algorithm NOUN hm50tq59w6k 12 16 . . PUNCT