Learned, Uncertainty-driven Adaptive Acquisition for Photon-Efficient Multiphoton Microscopy

no code implementations • 24 Oct 2023 • Cassandra Tong Ye, Jiashu Han, Kunzan Liu, Anastasios Angelopoulos, Linda Griffith, Kristina Monakhova, Sixian You

Finally, with our adaptive acquisition technique, we demonstrate a 120X reduction in acquisition time and total light dose while successfully recovering fine features in the sample.

Denoising Hallucination +1

Multi-Sample Training for Neural Image Compression

no code implementations • 28 Sep 2022 • Tongda Xu, Yan Wang, Dailan He, Chenjian Gao, Han Gao, Kunzan Liu, Hongwei Qin

This paper considers the problem of lossy neural image compression (NIC).

Image Compression Quantization

Sensing RISs: Enabling Dimension-Independent CSI Acquisition for Beamforming

no code implementations • 28 Apr 2022 • Jieao Zhu, Kunzan Liu, Zhongzhichao Wan, Linglong Dai, Tie Jun Cui, H. Vincent Poor

In this paper, we propose a dimension-independent channel state information (CSI) acquisition approach in which the required pilot overhead is independent of the number of RIS elements.