Search Results for author: Paul Hilt

Found 3 papers, 1 papers with code

Segment Anything for Microscopy

1 code implementation bioRxiv 2023 Anwai Archit, Sushmita Nair, Nabeel Khalid, Paul Hilt, Vikas Rajashekar, Marei Freitag, Sagnik Gupta, Andreas Dengel, Sheraz Ahmed, Constantin Pape

We present Segment Anything for Microscopy, a tool for interactive and automatic segmentation and tracking of objects in multi-dimensional microscopy data.

Image Segmentation Instance Segmentation +3

Stateless actor-critic for instance segmentation with high-level priors

no code implementations6 Jul 2021 Paul Hilt, Maedeh Zarvandi, Edgar Kaziakhmedov, Sourabh Bhide, Maria Leptin, Constantin Pape, Anna Kreshuk

We formulate the instance segmentation problem as graph partitioning and the actor critic predicts the edge weights driven by the rewards, which are based on the conformity of segmented instances to high-level priors on object shape, position or size.

graph partitioning Instance Segmentation +3

Reinforcement learning for instance segmentation with high-level priors

no code implementations NeurIPS 2021 Paul Hilt, Edgar Kaziakhmedov, Sourabh Bhide, Maria Leptin, Constantin Pape, Anna Kreshuk

We formulate the instance segmentation problem as graph partitioning and the actor critic predicts the edge weights driven by the rewards, which are based on the conformity of segmented instances to high-level priors on object shape, position or size.

graph partitioning Instance Segmentation +5

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