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The upper panel shows the existing pixel-embedding deep learning based single-stage instance segmentation and tracking method, which is trained by real microscope video and manual annotations. The lower panel presents our pro-posed annotation-free ASIST method, with synthesized data and annotations from adversarial simulations.
