Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283703617> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4283703617 abstract "Despite the fast progress of explanation techniques in modern Deep Neural Networks (DNNs) where the main focus is handling how to generate the explanations, advanced research questions that examine the quality of the explanation itself (e.g., whether the explanations are accurate) and improve the explanation quality (e.g., how to adjust the model to generate more accurate explanations when explanations are inaccurate) are still relatively under-explored. To guide the model toward better explanations, techniques in explanation supervision - which add supervision signals on the model explanation - have started to show promising effects on improving both the generalizability as and intrinsic interpretability of Deep Neural Networks. However, the research on supervising explanations, especially in vision-based applications represented through saliency maps, is in its early stage due to several inherent challenges: 1) inaccuracy of the human explanation annotation boundary, 2) incompleteness of the human explanation annotation region, and 3) inconsistency of the data distribution between human annotation and model explanation maps. To address the challenges, we propose a generic RES framework for guiding visual explanation by developing a novel objective that handles inaccurate boundary, incomplete region, and inconsistent distribution of human annotations, with a theoretical justification on model generalizability. Extensive experiments on two real-world image datasets demonstrate the effectiveness of the proposed framework on enhancing both the reasonability of the explanation and the performance of the backbone DNNs model." @default.
- W4283703617 created "2022-06-30" @default.
- W4283703617 creator A5042962342 @default.
- W4283703617 creator A5048756500 @default.
- W4283703617 creator A5057999830 @default.
- W4283703617 creator A5076632029 @default.
- W4283703617 creator A5076947075 @default.
- W4283703617 creator A5091151994 @default.
- W4283703617 date "2022-08-14" @default.
- W4283703617 modified "2023-10-15" @default.
- W4283703617 title "RES: A Robust Framework for Guiding Visual Explanation" @default.
- W4283703617 cites W1787224781 @default.
- W4283703617 cites W1861492603 @default.
- W4283703617 cites W2282821441 @default.
- W4283703617 cites W2295107390 @default.
- W4283703617 cites W2788403449 @default.
- W4283703617 cites W2942161347 @default.
- W4283703617 cites W2962858109 @default.
- W4283703617 cites W2962884579 @default.
- W4283703617 cites W2963749936 @default.
- W4283703617 cites W2963811535 @default.
- W4283703617 cites W2965189679 @default.
- W4283703617 cites W2981731882 @default.
- W4283703617 cites W2987755095 @default.
- W4283703617 cites W2998014937 @default.
- W4283703617 cites W3019489177 @default.
- W4283703617 cites W3119150429 @default.
- W4283703617 cites W3167947413 @default.
- W4283703617 cites W4206952613 @default.
- W4283703617 cites W4283824940 @default.
- W4283703617 doi "https://doi.org/10.1145/3534678.3539419" @default.
- W4283703617 hasPublicationYear "2022" @default.
- W4283703617 type Work @default.
- W4283703617 citedByCount "4" @default.
- W4283703617 countsByYear W42837036172022 @default.
- W4283703617 countsByYear W42837036172023 @default.
- W4283703617 crossrefType "proceedings-article" @default.
- W4283703617 hasAuthorship W4283703617A5042962342 @default.
- W4283703617 hasAuthorship W4283703617A5048756500 @default.
- W4283703617 hasAuthorship W4283703617A5057999830 @default.
- W4283703617 hasAuthorship W4283703617A5076632029 @default.
- W4283703617 hasAuthorship W4283703617A5076947075 @default.
- W4283703617 hasAuthorship W4283703617A5091151994 @default.
- W4283703617 hasBestOaLocation W42837036172 @default.
- W4283703617 hasConcept C108583219 @default.
- W4283703617 hasConcept C111472728 @default.
- W4283703617 hasConcept C119857082 @default.
- W4283703617 hasConcept C138496976 @default.
- W4283703617 hasConcept C138885662 @default.
- W4283703617 hasConcept C154945302 @default.
- W4283703617 hasConcept C15744967 @default.
- W4283703617 hasConcept C27158222 @default.
- W4283703617 hasConcept C2776321320 @default.
- W4283703617 hasConcept C2779530757 @default.
- W4283703617 hasConcept C2781067378 @default.
- W4283703617 hasConcept C2984842247 @default.
- W4283703617 hasConcept C41008148 @default.
- W4283703617 hasConcept C50644808 @default.
- W4283703617 hasConceptScore W4283703617C108583219 @default.
- W4283703617 hasConceptScore W4283703617C111472728 @default.
- W4283703617 hasConceptScore W4283703617C119857082 @default.
- W4283703617 hasConceptScore W4283703617C138496976 @default.
- W4283703617 hasConceptScore W4283703617C138885662 @default.
- W4283703617 hasConceptScore W4283703617C154945302 @default.
- W4283703617 hasConceptScore W4283703617C15744967 @default.
- W4283703617 hasConceptScore W4283703617C27158222 @default.
- W4283703617 hasConceptScore W4283703617C2776321320 @default.
- W4283703617 hasConceptScore W4283703617C2779530757 @default.
- W4283703617 hasConceptScore W4283703617C2781067378 @default.
- W4283703617 hasConceptScore W4283703617C2984842247 @default.
- W4283703617 hasConceptScore W4283703617C41008148 @default.
- W4283703617 hasConceptScore W4283703617C50644808 @default.
- W4283703617 hasFunder F4320306076 @default.
- W4283703617 hasLocation W42837036171 @default.
- W4283703617 hasLocation W42837036172 @default.
- W4283703617 hasLocation W42837036173 @default.
- W4283703617 hasOpenAccess W4283703617 @default.
- W4283703617 hasPrimaryLocation W42837036171 @default.
- W4283703617 hasRelatedWork W2768346313 @default.
- W4283703617 hasRelatedWork W2799384463 @default.
- W4283703617 hasRelatedWork W2963249138 @default.
- W4283703617 hasRelatedWork W2998594699 @default.
- W4283703617 hasRelatedWork W3193857078 @default.
- W4283703617 hasRelatedWork W3208304128 @default.
- W4283703617 hasRelatedWork W4297789176 @default.
- W4283703617 hasRelatedWork W4319993887 @default.
- W4283703617 hasRelatedWork W4377865163 @default.
- W4283703617 hasRelatedWork W4378220270 @default.
- W4283703617 isParatext "false" @default.
- W4283703617 isRetracted "false" @default.
- W4283703617 workType "article" @default.