File:Positive task transfer between CXR report generation and abnormality classification.png
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From the study "Towards Generalist Biomedical AI"
Summary
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| Description |
English: "We observe positive transfer as a result of multi-task training with Med-PaLM M model trained jointly on both chest X-ray report generation and classification tasks. It exhibits higher performance on report generation metrics compared to a Med-PaLM M model trained without chest X-ray report classification. We also observe that training on the chest X-ray report generation task alone enables Med-PaLM M to generalize to abnormality detection in a zero-shot fashion." |
| Date | |
| Source | https://arxiv.org/abs/2307.14334 |
| Author | Authors of the study: Tao Tu, Shekoofeh Azizi, Danny Driess, Mike Schaekermann, Mohamed Amin, Pi-Chuan Chang, Andrew Carroll, Chuck Lau, Ryutaro Tanno, Ira Ktena, Basil Mustafa, Aakanksha Chowdhery, Yun Liu, Simon Kornblith, David Fleet, Philip Mansfield, Sushant Prakash, Renee Wong, Sunny Virmani, Christopher Semturs, S Sara Mahdavi, Bradley Green, Ewa Dominowska, Blaise Aguera y Arcas, Joelle Barral, Dale Webster, Greg S. Corrado, Yossi Matias, Karan Singhal, Pete Florence, Alan Karthikesalingam, Vivek Natarajan (all at Google Research or Google DeepMind) |
Licensing
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This file is licensed under the Creative Commons Attribution 4.0 International license.
- You are free:
- to share – to copy, distribute and transmit the work
- to remix – to adapt the work
- Under the following conditions:
- attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
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| Date/Time | Thumbnail | Dimensions | User | Comment | |
|---|---|---|---|---|---|
| current | 17:50, 8 September 2023 | | 1,904 × 922 (269 KB) | Prototyperspective (talk | contribs) | Uploaded a work by Authors of the study: Tao Tu, Shekoofeh Azizi, Danny Driess, Mike Schaekermann, Mohamed Amin, Pi-Chuan Chang, Andrew Carroll, Chuck Lau, Ryutaro Tanno, Ira Ktena, Basil Mustafa, Aakanksha Chowdhery, Yun Liu, Simon Kornblith, David Fleet, Philip Mansfield, Sushant Prakash, Renee Wong, Sunny Virmani, Christopher Semturs, S Sara Mahdavi, Bradley Green, Ewa Dominowska, Blaise Aguera y Arcas, Joelle Barral, Dale Webster, Greg S. Corrado, Yossi Matias, Karan Singhal, Pete Florenc... |
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