4 papers
SeqSAM: Autoregressive Multiple Hypothesis Prediction for Medical Image Segmentation using SAM
Benjamin Towle, Xin Chen, Ke Zhou
Pre-trained segmentation models are a powerful and flexible tool for segmenting images. Recently, this trend has extended to medical imaging. Yet, often these methods only produce…
Enhancing AI Assisted Writing with One-Shot Implicit Negative Feedback
Benjamin Towle, Ke Zhou
AI-mediated communication enables users to communicate more quickly and efficiently. Various systems have been proposed such as smart reply and AI-assisted writing. Yet, the hetero…
SimSAM: Zero-shot Medical Image Segmentation via Simulated Interaction
Benjamin Towle, Xin Chen, Ke Zhou
The recently released Segment Anything Model (SAM) has shown powerful zero-shot segmentation capabilities through a semi-automatic annotation setup in which the user can provide a…
End-to-End Autoregressive Retrieval via Bootstrapping for Smart Reply Systems
Benjamin Towle, Ke Zhou
Reply suggestion systems represent a staple component of many instant messaging and email systems. However, the requirement to produce sets of replies, rather than individual repli…