Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386876179> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4386876179 abstract "Large Language Models (LLMs) have consistently showcased remarkable generalization capabilities when applied to various language tasks. Nonetheless, harnessing the full potential of LLMs for Radiology Report Generation (R2Gen) still presents a challenge, stemming from the inherent disparity in modality between LLMs and the R2Gen task. To bridge this gap effectively, we propose R2GenGPT, which is a novel solution that aligns visual features with the word embedding space of LLMs using an efficient visual alignment module. This innovative approach empowers the previously static LLM to seamlessly integrate and process image information, marking a step forward in optimizing R2Gen performance. R2GenGPT offers the following benefits. First, it attains state-of-the-art (SOTA) performance by training only the lightweight visual alignment module while freezing all the parameters of LLM. Second, it exhibits high training efficiency, as it requires the training of an exceptionally minimal number of parameters while achieving rapid convergence. By employing delta tuning, our model only trains 5M parameters (which constitute just 0.07% of the total parameter count) to achieve performance close to the SOTA levels. Our code is available at https://github.com/wang-zhanyu/R2GenGPT." @default.
- W4386876179 created "2023-09-20" @default.
- W4386876179 creator A5021875517 @default.
- W4386876179 creator A5037384664 @default.
- W4386876179 creator A5070976480 @default.
- W4386876179 creator A5073216396 @default.
- W4386876179 date "2023-09-18" @default.
- W4386876179 modified "2023-09-27" @default.
- W4386876179 title "R2GenGPT: Radiology Report Generation with Frozen LLMs" @default.
- W4386876179 doi "https://doi.org/10.48550/arxiv.2309.09812" @default.
- W4386876179 hasPublicationYear "2023" @default.
- W4386876179 type Work @default.
- W4386876179 citedByCount "0" @default.
- W4386876179 crossrefType "posted-content" @default.
- W4386876179 hasAuthorship W4386876179A5021875517 @default.
- W4386876179 hasAuthorship W4386876179A5037384664 @default.
- W4386876179 hasAuthorship W4386876179A5070976480 @default.
- W4386876179 hasAuthorship W4386876179A5073216396 @default.
- W4386876179 hasBestOaLocation W43868761791 @default.
- W4386876179 hasConcept C127413603 @default.
- W4386876179 hasConcept C134306372 @default.
- W4386876179 hasConcept C154945302 @default.
- W4386876179 hasConcept C177148314 @default.
- W4386876179 hasConcept C177264268 @default.
- W4386876179 hasConcept C199360897 @default.
- W4386876179 hasConcept C201995342 @default.
- W4386876179 hasConcept C2776760102 @default.
- W4386876179 hasConcept C2780226545 @default.
- W4386876179 hasConcept C2780451532 @default.
- W4386876179 hasConcept C33923547 @default.
- W4386876179 hasConcept C41008148 @default.
- W4386876179 hasConcept C41608201 @default.
- W4386876179 hasConcept C98045186 @default.
- W4386876179 hasConceptScore W4386876179C127413603 @default.
- W4386876179 hasConceptScore W4386876179C134306372 @default.
- W4386876179 hasConceptScore W4386876179C154945302 @default.
- W4386876179 hasConceptScore W4386876179C177148314 @default.
- W4386876179 hasConceptScore W4386876179C177264268 @default.
- W4386876179 hasConceptScore W4386876179C199360897 @default.
- W4386876179 hasConceptScore W4386876179C201995342 @default.
- W4386876179 hasConceptScore W4386876179C2776760102 @default.
- W4386876179 hasConceptScore W4386876179C2780226545 @default.
- W4386876179 hasConceptScore W4386876179C2780451532 @default.
- W4386876179 hasConceptScore W4386876179C33923547 @default.
- W4386876179 hasConceptScore W4386876179C41008148 @default.
- W4386876179 hasConceptScore W4386876179C41608201 @default.
- W4386876179 hasConceptScore W4386876179C98045186 @default.
- W4386876179 hasLocation W43868761791 @default.
- W4386876179 hasOpenAccess W4386876179 @default.
- W4386876179 hasPrimaryLocation W43868761791 @default.
- W4386876179 hasRelatedWork W1975570126 @default.
- W4386876179 hasRelatedWork W1992967078 @default.
- W4386876179 hasRelatedWork W2055709700 @default.
- W4386876179 hasRelatedWork W2081647779 @default.
- W4386876179 hasRelatedWork W2373724792 @default.
- W4386876179 hasRelatedWork W2885094885 @default.
- W4386876179 hasRelatedWork W2975654944 @default.
- W4386876179 hasRelatedWork W3128051602 @default.
- W4386876179 hasRelatedWork W4236838349 @default.
- W4386876179 hasRelatedWork W4237750775 @default.
- W4386876179 isParatext "false" @default.
- W4386876179 isRetracted "false" @default.
- W4386876179 workType "article" @default.