Task Design Adaptations
![A design task (adapted from [6]) | Download Scientific Diagram](https://www.researchgate.net/publication/277068971/figure/fig1/AS:651917269151745@1532440597314/A-design-task-adapted-from-6.png)
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![A design task (adapted from [6]) | Download Scientific Diagram](https://www.researchgate.net/profile/Robert-Whitfield-5/publication/277068971/figure/fig1/AS:651917269151745@1532440597314/A-design-task-adapted-from-6_Q320.jpg)
![Task Design and Evaluation | English Language Teaching [ELT] Materials](https://blogs.brighton.ac.uk/lucindamaterials/files/2016/08/Scan2-29jtw9b.jpg)
%20to%20general%20downstream%20visual%20tasks%20using%20specialized%20learnable%20layers%20or%20tokens.%20However%2C%20there%20is%20yet%20a%20large-scale%20benchmark%20to%20fully%20explore%20the%20effect%20of%20visual%20task%20adaptation%20on%20the%20realistic%20and%20important%20medical%20domain%2C%20particularly%20across%20diverse%20medical%20visual%20modalities%2C%20such%20as%20color%20images%2C%20X-ray%2C%20and%20CT.%20To%20close%20this%20gap%2C%20we%20present%20Med-VTAB%2C%20a%20large-scale%20Medical%20Visual%20Task%20Adaptation%20Benchmark%20consisting%20of%201.68%20million%20medical%20images%20for%20diverse%20organs%2C%20modalities%2C%20and%20adaptation%20approaches.%20Based%20on%20Med-VTAB%2C%20we%20explore%20the%20scaling%20law%20of%20medical%20prompt%20tuning%20concerning%20tunable%20parameters%20and%20the%20generalizability%20of%20medical%20visual%20adaptation%20using%20non-medical%2Fmedical%20pre-train%20weights.%20Besides%2C%20we%20study%20the%20impact%20of%20patient%20ID%20out-of-distribution%20on%20medical%20visual%20adaptation%2C%20which%20is%20a%20real%20and%20challenging%20scenario.%20Furthermore%2C%20results%20from%20Med-VTAB%20indicate%20that%20a%20single%20pre-trained%20model%20falls%20short%20in%20medical%20task%20adaptation.%20Therefore%2C%20we%20introduce%20GMoE-Adapter%2C%20a%20novel%20method%20that%20combines%20medical%20and%20general%20pre-training%20weights%20through%20a%20gated%20mixture-of-experts%20adapter%2C%20achieving%20state-of-the-art%20results%20in%20medical%20visual%20task%20adaptation.)
![[Portfolio] Sub-Task Planning for Fast Adaptation to Multi-Tasks - YouTube](https://i.ytimg.com/vi/c6-X0dDXYf0/maxresdefault.jpg)
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