Domain Adaptation

Learning with limited target data to detect cells in cross-modality images
Deep neural networks have achieved excellent cell or nucleus quantification performance in microscopy images, but they often suffer …
Fuyong Xing, Xinyi Yang, Toby C. Cornish, Debashis Ghosh
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Low-Resource Adversarial Domain Adaptation for Cross-Modality Nucleus Detection
Due to domain shifts, deep cell/nucleus detection models trained on one microscopy image dataset might not be applicable to other …
Fuyong Xing, Toby C. Cornish
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