At the same time, multi-instance learning can achieve weakly supervised diagnosis and prognosis, without pixel-level annotation. The attention maps can contributes to interpretability and discovery of new prognostic markers:https://t.co/K62OqOko9x https://
RT @natBME: #22: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/m7ExLE6EA0 https://t.co/W…
#22: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/m7ExLE6EA0 https://t.co/WCksrYSoh3
We found (similar to @AI4Pathology's CLAM framework [https://t.co/evYMlnDzpp]) that even with a limited amount of samples in a small study, this approach reliably finds and classifies key-instances of cells that inform the bag-level decision! (5/7) https:/
Data-efficient and weakly supervised computational pathology on whole-slide images. | Nature Biomedical Engineering | https://t.co/J4XQd9iL1u
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: An interpretable weakly supervised deep-learning method that only requires slide-level labels for the data-efficient processing…
RT @natBME: An interpretable weakly supervised deep-learning method that only requires slide-level labels for the data-efficient processing…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/xWu9KFn5Yt https://t.co/IC4MaS…
RT @natBME: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/xWu9KFn5Yt https://t.co/IC4MaS…
RT @natBME: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/xWu9KFn5Yt https://t.co/IC4MaS…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AutonomicAus: Data-efficient and weakly supervised computational pathology on whole-slide images, @BrighamResearch, @harvardmed, @broad…
RT @AutonomicAus: Data-efficient and weakly supervised computational pathology on whole-slide images, @BrighamResearch, @harvardmed, @broad…
RT @AutonomicAus: Data-efficient and weakly supervised computational pathology on whole-slide images, @BrighamResearch, @harvardmed, @broad…
Data-efficient and weakly supervised computational pathology on whole-slide images, @BrighamResearch, @harvardmed, @broadinstitute, @DanaFarber & @HarvardDBMI, in @natBME https://t.co/Tftt8BDQic #pathology #computationalpathology #compbio #biomedical
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies only on slide-level labels is applied to the detection of lymph node metastasis and to cancer subtyping. https://t.co/U4bS5Tb5Dw h
RT @iScienceLuvr: Overall, I thought this was a very cool paper! If you are interested to learn more, Check out the paper over here: https:…
Overall, I thought this was a very cool paper! If you are interested to learn more, Check out the paper over here: https://t.co/Xf6zCgs1YS Additionally, open-source code is provided here: https://t.co/uaJHpNuzXk And a demo is provided here: https://t.co/
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
Wonderful ML for pathology paper out last week by @AI4Pathology. https://t.co/quwyzN9FuZ Exciting application of weakly supervised ML.
RT @natBME: An interpretable weakly supervised deep-learning method that only requires slide-level labels for the data-efficient processing…
RT @natBME: An interpretable weakly supervised deep-learning method that only requires slide-level labels for the data-efficient processing…
RT @natBME: An interpretable weakly supervised deep-learning method that only requires slide-level labels for the data-efficient processing…
An interpretable weakly supervised deep-learning method that only requires slide-level labels for the data-efficient processing of whole-slide images. https://t.co/NtTZiBByVZ https://t.co/O2JpEoEQbc
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @tiffanyytchen: Our data-efficient, weakly supervised computational pathology method CLAM is now officially out in @natBME! So proud to…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies only on slide-level labels is applied to the detection of lymph node metastasis and to cancer subtyping. https://t.co/IpRXhbqgl1 h
"Data-efficient and weakly supervised computational pathology on whole-slide images. Lu MY, Williamson DFK, Chen TY, Chen RJ, Barbieri M, Mahmood F. Nat Biomed Eng. 2021 Mar 1. doi: https://t.co/puF4iGUHbc https://t.co/mlwMwPF8vo
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/m9QRkotz9c
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
By building CLAM into an easy-to-use, publicly available toolbox, @AI4Pathology and colleagues hope to enable researchers to develop powerful predictive models based on histopathology specimens to predict response and resistance to treatment. https://t.co/
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @natBME: A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies on…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
A data-efficient and interpretable deep-learning method for the multi-class classification of whole-slide images that relies only on slide-level labels is applied to the detection of lymph-node metastases and to cancer subtyping. https://t.co/6Ql5cVUpJi h
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @Vignesh_Shan: Fantastic work from my colleagues at @BWHPath! Congratulations to Faisal @AI4Pathology and team! #MachineLearning #Precis…
Fantastic work from my colleagues at @BWHPath! Congratulations to Faisal @AI4Pathology and team! #MachineLearning #PrecisionMedicine
RT @natBME: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/xWu9KFn5Yt https://t.co/IC4MaS…
Was a pleasure reviewing and accepting this wonderful paper in @natBME. Congratulations on excellent work @AI4Pathology
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @tiffanyytchen: Our data-efficient, weakly supervised computational pathology method CLAM is now officially out in @natBME! So proud to…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/9ircQOG1Qg #MachineLearning #NatureJournal #AI https://t.co/hRL2zSNwDm
RT @natBME: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/xWu9KFn5Yt https://t.co/IC4MaS…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @tiffanyytchen: Our data-efficient, weakly supervised computational pathology method CLAM is now officially out in @natBME! So proud to…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @tiffanyytchen: Our data-efficient, weakly supervised computational pathology method CLAM is now officially out in @natBME! So proud to…
Our data-efficient, weakly supervised computational pathology method CLAM is now officially out in @natBME! So proud to be part of such an amazing team! Congrats everyone! @AI4Pathology, @MYLu97, @DFKW_MD, @richarizardd95
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @natBME: Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/xWu9KFn5Yt https://t.co/IC4MaS…
Glad to see this awesome method in print! Congrats to @AI4Pathology @MYLu97 @richarizardd95 and team 🥳
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
RT @AI4Pathology: Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in…
Share link: https://t.co/mw8e1LtM35 Congratulations @MYLu97 @DFKW_MD @tiffanyytchen @richarizardd95 2/2
Excited to report that our widely used data-efficient weakly supervised computational pathology method CLAM is now out in print at Nature BME @natBME https://t.co/jQkJCCRk8e Code: https://t.co/IxVXYJDeX7 Demo: https://t.co/LcM7NhHC1z @BrighamResearch @b
Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/xWu9KFn5Yt https://t.co/IC4MaSafgw
RT Data-efficient and weakly supervised computational pathology on whole-slide images https://t.co/hefrkIu1xB https://t.co/hqvyOVp9BT