Matches in SemOpenAlex for { <https://semopenalex.org/work/W2893891418> ?p ?o ?g. }
- W2893891418 abstract "We propose a new method for breast cancer screening from DCE-MRI based on a post-hoc approach that is trained using weakly annotated data (i.e., labels are available only at the image level without any lesion delineation). Our proposed post-hoc method automatically diagnosis the whole volume and, for positive cases, it localizes the malignant lesions that led to such diagnosis. Conversely, traditional approaches follow a pre-hoc approach that initially localises suspicious areas that are subsequently classified to establish the breast malignancy -- this approach is trained using strongly annotated data (i.e., it needs a delineation and classification of all lesions in an image). Another goal of this paper is to establish the advantages and disadvantages of both approaches when applied to breast screening from DCE-MRI. Relying on experiments on a breast DCE-MRI dataset that contains scans of 117 patients, our results show that the post-hoc method is more accurate for diagnosing the whole volume per patient, achieving an AUC of 0.91, while the pre-hoc method achieves an AUC of 0.81. However, the performance for localising the malignant lesions remains challenging for the post-hoc method due to the weakly labelled dataset employed during training." @default.
- W2893891418 created "2018-10-05" @default.
- W2893891418 creator A5021379494 @default.
- W2893891418 creator A5029215323 @default.
- W2893891418 creator A5042053820 @default.
- W2893891418 creator A5078047670 @default.
- W2893891418 creator A5089444805 @default.
- W2893891418 date "2018-09-25" @default.
- W2893891418 modified "2023-09-23" @default.
- W2893891418 title "Pre and Post-hoc Diagnosis and Interpretation of Malignancy from Breast DCE-MRI" @default.
- W2893891418 cites W1522301498 @default.
- W2893891418 cites W1849277567 @default.
- W2893891418 cites W1969031137 @default.
- W2893891418 cites W1972135407 @default.
- W2893891418 cites W1996796871 @default.
- W2893891418 cites W2003694371 @default.
- W2893891418 cites W2005045448 @default.
- W2893891418 cites W2007754818 @default.
- W2893891418 cites W2009085725 @default.
- W2893891418 cites W2022862753 @default.
- W2893891418 cites W2032029524 @default.
- W2893891418 cites W2039256670 @default.
- W2893891418 cites W2058054355 @default.
- W2893891418 cites W2070443183 @default.
- W2893891418 cites W2074183617 @default.
- W2893891418 cites W2091676557 @default.
- W2893891418 cites W2093791612 @default.
- W2893891418 cites W2098575047 @default.
- W2893891418 cites W2105722841 @default.
- W2893891418 cites W2121863487 @default.
- W2893891418 cites W2124001141 @default.
- W2893891418 cites W2140722149 @default.
- W2893891418 cites W2145339207 @default.
- W2893891418 cites W2172359919 @default.
- W2893891418 cites W2179488730 @default.
- W2893891418 cites W2179550988 @default.
- W2893891418 cites W2194775991 @default.
- W2893891418 cites W2224416104 @default.
- W2893891418 cites W2250683641 @default.
- W2893891418 cites W2295107390 @default.
- W2893891418 cites W2346062110 @default.
- W2893891418 cites W2529908594 @default.
- W2893891418 cites W2536826423 @default.
- W2893891418 cites W2578471406 @default.
- W2893891418 cites W2633920210 @default.
- W2893891418 cites W2731828881 @default.
- W2893891418 cites W2743635406 @default.
- W2893891418 cites W2757633676 @default.
- W2893891418 cites W2780112800 @default.
- W2893891418 cites W2783466344 @default.
- W2893891418 cites W2785568893 @default.
- W2893891418 cites W2964189045 @default.
- W2893891418 cites W2964275459 @default.
- W2893891418 cites W3101156210 @default.
- W2893891418 cites W602500328 @default.
- W2893891418 hasPublicationYear "2018" @default.
- W2893891418 type Work @default.
- W2893891418 sameAs 2893891418 @default.
- W2893891418 citedByCount "0" @default.
- W2893891418 crossrefType "posted-content" @default.
- W2893891418 hasAuthorship W2893891418A5021379494 @default.
- W2893891418 hasAuthorship W2893891418A5029215323 @default.
- W2893891418 hasAuthorship W2893891418A5042053820 @default.
- W2893891418 hasAuthorship W2893891418A5078047670 @default.
- W2893891418 hasAuthorship W2893891418A5089444805 @default.
- W2893891418 hasConcept C121608353 @default.
- W2893891418 hasConcept C126322002 @default.
- W2893891418 hasConcept C126838900 @default.
- W2893891418 hasConcept C142724271 @default.
- W2893891418 hasConcept C153180895 @default.
- W2893891418 hasConcept C154945302 @default.
- W2893891418 hasConcept C2779399171 @default.
- W2893891418 hasConcept C2992886853 @default.
- W2893891418 hasConcept C41008148 @default.
- W2893891418 hasConcept C530470458 @default.
- W2893891418 hasConcept C67761136 @default.
- W2893891418 hasConcept C71924100 @default.
- W2893891418 hasConceptScore W2893891418C121608353 @default.
- W2893891418 hasConceptScore W2893891418C126322002 @default.
- W2893891418 hasConceptScore W2893891418C126838900 @default.
- W2893891418 hasConceptScore W2893891418C142724271 @default.
- W2893891418 hasConceptScore W2893891418C153180895 @default.
- W2893891418 hasConceptScore W2893891418C154945302 @default.
- W2893891418 hasConceptScore W2893891418C2779399171 @default.
- W2893891418 hasConceptScore W2893891418C2992886853 @default.
- W2893891418 hasConceptScore W2893891418C41008148 @default.
- W2893891418 hasConceptScore W2893891418C530470458 @default.
- W2893891418 hasConceptScore W2893891418C67761136 @default.
- W2893891418 hasConceptScore W2893891418C71924100 @default.
- W2893891418 hasOpenAccess W2893891418 @default.
- W2893891418 hasRelatedWork W169527260 @default.
- W2893891418 hasRelatedWork W2021071493 @default.
- W2893891418 hasRelatedWork W2803484537 @default.
- W2893891418 hasRelatedWork W2926848333 @default.
- W2893891418 hasRelatedWork W2977662575 @default.
- W2893891418 hasRelatedWork W2979032319 @default.
- W2893891418 hasRelatedWork W2979929332 @default.
- W2893891418 hasRelatedWork W3022433775 @default.
- W2893891418 hasRelatedWork W3026120273 @default.
- W2893891418 hasRelatedWork W3036562634 @default.