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Shiyu Deng

3 accepted papers

2024

Learning Large-Factor EM Image Super-Resolution with Generative Priors

CVPR 2024poster

As the mainstream technique for capturing images of biological specimens at nanometer resolution electron microscopy (EM) is extremely time-consuming for scanning wide field-of-view (FOV) specimens. In this paper we investigate a challenging task of large-factor EM image super-resolution (EMSR) whic…

2024

Learning Multiscale Consistency for Self-Supervised Electron Microscopy Instance Segmentation

ICASSP 2024accepted

Electron microscopy (EM) images are notoriously challenging to segment due to their complex structures and lack of effective annotations. Fortunately, large-scale self-supervised pretraining offers a promising solution by allowing us to acquire prior knowledge of cell and subcellular tissue structur…

Cited by 0SourceScholar
2022

Learning to Model Pixel-Embedded Affinity for Homogeneous Instance Segmentation

AAAI 2022technical

Homogeneous instance segmentation aims to identify each instance in an image where all interested instances belong to the same category, such as plant leaves and microscopic cells. Recently, proposal-free methods, which straightforwardly generate instance-aware information to group pixels into diffe…