Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204326462> ?p ?o ?g. }
- W3204326462 abstract "Recently, medical report generation, which aims to automatically generate a long and coherent descriptive paragraph of a given medical image, has received growing research interests. Different from the general image captioning tasks, medical report generation is more challenging for data-driven neural models. This is mainly due to 1) the serious data bias: the normal visual regions dominate the dataset over the abnormal visual regions, and 2) the very long sequence. To alleviate above two problems, we propose an AlignTransformer framework, which includes the Align Hierarchical Attention (AHA) and the Multi-Grained Transformer (MGT) modules: 1) AHA module first predicts the disease tags from the input image and then learns the multi-grained visual features by hierarchically aligning the visual regions and disease tags. The acquired disease-grounded visual features can better represent the abnormal regions of the input image, which could alleviate data bias problem; 2) MGT module effectively uses the multi-grained features and Transformer framework to generate the long medical report. The experiments on the public IU-Xray and MIMIC-CXR datasets show that the AlignTransformer can achieve results competitive with state-of-the-art methods on the two datasets. Moreover, the human evaluation conducted by professional radiologists further proves the effectiveness of our approach." @default.
- W3204326462 created "2021-10-11" @default.
- W3204326462 creator A5016393389 @default.
- W3204326462 creator A5017947172 @default.
- W3204326462 creator A5018805166 @default.
- W3204326462 creator A5021769901 @default.
- W3204326462 creator A5051074880 @default.
- W3204326462 creator A5076623908 @default.
- W3204326462 date "2022-03-18" @default.
- W3204326462 modified "2023-09-23" @default.
- W3204326462 title "AlignTransformer: Hierarchical Alignment of Visual Regions and Disease Tags for Medical Report Generation" @default.
- W3204326462 cites W14244905 @default.
- W3204326462 cites W1487200905 @default.
- W3204326462 cites W1522301498 @default.
- W3204326462 cites W1664251743 @default.
- W3204326462 cites W1815076433 @default.
- W3204326462 cites W1895577753 @default.
- W3204326462 cites W2064675550 @default.
- W3204326462 cites W2095705004 @default.
- W3204326462 cites W2101105183 @default.
- W3204326462 cites W2108598243 @default.
- W3204326462 cites W2123301721 @default.
- W3204326462 cites W2152772232 @default.
- W3204326462 cites W2154652894 @default.
- W3204326462 cites W2194775991 @default.
- W3204326462 cites W2302086703 @default.
- W3204326462 cites W2334763311 @default.
- W3204326462 cites W2549599535 @default.
- W3204326462 cites W2575842049 @default.
- W3204326462 cites W2626778328 @default.
- W3204326462 cites W2737766105 @default.
- W3204326462 cites W2745461083 @default.
- W3204326462 cites W2888321701 @default.
- W3204326462 cites W2890888035 @default.
- W3204326462 cites W2903721568 @default.
- W3204326462 cites W2929309437 @default.
- W3204326462 cites W2950178297 @default.
- W3204326462 cites W2963084599 @default.
- W3204326462 cites W2963466845 @default.
- W3204326462 cites W2964195337 @default.
- W3204326462 cites W2965359408 @default.
- W3204326462 cites W2971183306 @default.
- W3204326462 cites W2979861699 @default.
- W3204326462 cites W2995225687 @default.
- W3204326462 cites W2997704374 @default.
- W3204326462 cites W3012792073 @default.
- W3204326462 cites W3022658165 @default.
- W3204326462 cites W3034655362 @default.
- W3204326462 cites W3035284526 @default.
- W3204326462 cites W3093896805 @default.
- W3204326462 cites W3098325931 @default.
- W3204326462 cites W3104027471 @default.
- W3204326462 cites W3104609094 @default.
- W3204326462 cites W3136605114 @default.
- W3204326462 cites W3168117093 @default.
- W3204326462 cites W3174714208 @default.
- W3204326462 cites W3177048142 @default.
- W3204326462 doi "https://doi.org/10.48550/arxiv.2203.10095" @default.
- W3204326462 hasPublicationYear "2022" @default.
- W3204326462 type Work @default.
- W3204326462 sameAs 3204326462 @default.
- W3204326462 citedByCount "0" @default.
- W3204326462 crossrefType "posted-content" @default.
- W3204326462 hasAuthorship W3204326462A5016393389 @default.
- W3204326462 hasAuthorship W3204326462A5017947172 @default.
- W3204326462 hasAuthorship W3204326462A5018805166 @default.
- W3204326462 hasAuthorship W3204326462A5021769901 @default.
- W3204326462 hasAuthorship W3204326462A5051074880 @default.
- W3204326462 hasAuthorship W3204326462A5076623908 @default.
- W3204326462 hasBestOaLocation W32043264621 @default.
- W3204326462 hasConcept C115961682 @default.
- W3204326462 hasConcept C119857082 @default.
- W3204326462 hasConcept C121332964 @default.
- W3204326462 hasConcept C136764020 @default.
- W3204326462 hasConcept C153180895 @default.
- W3204326462 hasConcept C154945302 @default.
- W3204326462 hasConcept C157657479 @default.
- W3204326462 hasConcept C165801399 @default.
- W3204326462 hasConcept C2777206241 @default.
- W3204326462 hasConcept C31972630 @default.
- W3204326462 hasConcept C41008148 @default.
- W3204326462 hasConcept C62520636 @default.
- W3204326462 hasConcept C66322947 @default.
- W3204326462 hasConceptScore W3204326462C115961682 @default.
- W3204326462 hasConceptScore W3204326462C119857082 @default.
- W3204326462 hasConceptScore W3204326462C121332964 @default.
- W3204326462 hasConceptScore W3204326462C136764020 @default.
- W3204326462 hasConceptScore W3204326462C153180895 @default.
- W3204326462 hasConceptScore W3204326462C154945302 @default.
- W3204326462 hasConceptScore W3204326462C157657479 @default.
- W3204326462 hasConceptScore W3204326462C165801399 @default.
- W3204326462 hasConceptScore W3204326462C2777206241 @default.
- W3204326462 hasConceptScore W3204326462C31972630 @default.
- W3204326462 hasConceptScore W3204326462C41008148 @default.
- W3204326462 hasConceptScore W3204326462C62520636 @default.
- W3204326462 hasConceptScore W3204326462C66322947 @default.
- W3204326462 hasLocation W32043264621 @default.
- W3204326462 hasOpenAccess W3204326462 @default.
- W3204326462 hasPrimaryLocation W32043264621 @default.
- W3204326462 hasRelatedWork W2549599535 @default.