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A Scalable Training Strategy for Blind Multi-Distribution Noise Removal
Kevin Zhang,
Sakshum Kulshrestha,
Christopher A. Metzler
IEEE Transactions on Image Processing — 2024
[paper]
[read more]
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Hyper-Diffusion: Estimating Epistemic and Aleatoric Uncertainty with a Single Model
Matthew A. Chan,
Maria J. Molina,
Christopher A. Metzler
Conference on Neural Information Processing Systems (NeurIPS) — 2024
[paper]
[read more]
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Temporally Consistent Atmospheric Turbulence Mitigation with Neural Representations
Haoming Cai*,
Jingxi Chen*,
Brandon Y. Feng,
Weiyun Jiang,
Mingyang Xie,
Kevin Zhang,
Cornelia Fermuller,
Yiannis Aloimonos,
Ashok Veeraraghavan,
Christopher A. Metzler
Conference on Neural Information Processing Systems (NeurIPS) — 2024
[paper]
[read more]
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Flash-Splat: 3D Reflection Removal with Flash Cues and Gaussian Splats
Mingyang Xie*,
Haoming Cai*,
Sachin Shah,
Yiran Xu,
Brandon Y. Feng,
Jia-Bin Huang,
Christopher A. Metzler
European Conference on Computer Vision (ECCV) — 2024
[paper]
[project]
[read more]
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Event3DGS: Event-Based 3D Gaussian Splatting for High-Speed Robot Egomotion
Tianyi Xiong*,
Jiayi Wu*,
Botao He,
Cornelia Fermuller,
Yiannis Aloimonos,
Heng Huang,
Christopher A. Metzler
8th Annual Conference on Robot Learning (CoRL) — 2024
[paper]
[project]
[read more]
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AONeuS: A Neural Rendering Framework for Acoustic-Optical Sensor Fusion
Mohamad Qadri*,
Kevin Zhang*,
Akshay Hinduja,
Michael Kaess,
Adithya Pediredla,
Christopher A. Metzler
SIGGRAPH — 2024
[paper]
[project]
[read more]
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CodedVO: Coded Visual Odometry
Sachin Shah*,
Naitri Rajyaguru*,
Chahat Deep Singh,
Christopher A. Metzler**,
Yiannis Aloimonos**
IEEE Robotics and Automation Letters (RA-L) — 2024
[paper]
[project]
[read more]
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High-Resolution Range Profile Target Recognition with Neuromorphic ADCs and Spiking Neural Networks
Sanjaya Herath,
Matthew R. Ziemann,
Kevin Wagner,
Christopher A. Metzler
IEEE Radar Conference — 2024
[paper]
[read more]
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WaveMo: Learning Wavefront Modulations to See Through Scattering
Mingyang Xie*,
Haiyun Guo*,
Brandon Y. Feng,
Lingbo Jin,
Ashok Veeraraghavan,
Christopher A. Metzler
Conference on Computer Vision and Pattern Recognition (CVPR) — 2024
[paper]
[project]
[read more]
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Seeing the World through Your Eyes
Hadi Alzayer*,
Kevin Zhang*,
Brandon Y. Feng,
Christopher A. Metzler,
Jia-Bin Huang
Conference on Computer Vision and Pattern Recognition (CVPR) — 2024
[paper]
[project]
[read more]
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CodedEvents: Optimal Point-Spread-Function Engineering for 3D-Tracking with Event Cameras
Sachin Shah,
Matthew A. Chan,
Haoming Cai,
Jingxi Chen,
Sakshum Kulshrestha,
Chahat Deep Singh,
Yiannis Aloimonos,
Christopher A. Metzler
Conference on Computer Vision and Pattern Recognition (CVPR) — 2024
[paper]
[read more]
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FPM-INR: Fourier Ptychographic Microscopy Image Stack Reconstruction Using Implicit Neural Representations
Haowen Zhou*,
Brandon Y. Feng*,
Haiyun Guo,
Siyu Lin,
Mingshu Liang,
Christopher A. Metzler**,
Changhuei Yang**
Optica — 2023
[paper]
[read more]
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SUD2: Supervision by Denoising Diffusion Models for Image Reconstruction
Matthew A. Chan,
Sean I. Young,
Christopher A. Metzler
NeurIPS Workshop on Deep Learning and Inverse Problems — 2023
[paper]
[read more]
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Multimodal Neural Surface Reconstruction: Recovering the Geometry and Appearance of 3D Scenes from Events and Grayscale Images
Sazan Mahbub,
Brandon Y. Feng,
Christopher A. Metzler
NeurIPS Workshop on Deep Learning and Inverse Problems — 2023
[paper]
[read more]
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Adaptive LPD Radar Waveform Design with Generative Adversarial Neural Networks
Matthew R. Ziemann,
Christopher A. Metzler
57th Asilomar Conference on Signals, Systems, and Computers — 2023
[paper]
[read more]
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TiDy-PSFs: Computational Imaging with Time-Averaged Dynamic Point-Spread-Functions
Sachin Shah*,
Sakshum Kulshrestha*,
Christopher A. Metzler
International Conference on Computer Vision (ICCV) — 2023
[paper]
[read more]
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Neural Wavefront Shaping in the Photon-Starved Regime
Brandon Y. Feng*,
Haiyun Guo*,
Mingyang Xie,
Vivek Boominathan,
Manoj K. Sharma,
Ashok Veeraraghavan**,
Christopher A. Metzler**
Computational Optical Sensing and Imaging — 2023
[paper]
[read more]
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NeuWS: Neural wavefront shaping for guidestar-free imaging through static and dynamic scattering media
Brandon Y. Feng*,
Haiyun Guo*,
Mingyang Xie,
Vivek Boominathan,
Manoj K. Sharma,
Ashok Veeraraghavan**,
Christopher A. Metzler**
Science Advances — 2023
[paper]
[code]
[read more]
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Weakly-Supervised Semantic Segmentation of Ships Using Thermal Imagery
Rushil Joshi*,
Ethan Adams*,
Matthew R. Ziemann,
Christopher A. Metzler
Workshop on Naval Applications of Machine Learning — 2023
[paper]
[read more]
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Transformers for Robust Radar Waveform Classification
Matthew R. Ziemann,
Christopher A. Metzler
56th Asilomar Conference on Signals, Systems, and Computers — 2022
[paper]
[read more]
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Adversarial Sensing: A Learning-Based Approach to Inverse Problems with Stochastic Forward Models
Brandon Y. Feng,
Mingyang Xie,
Christopher A. Metzler
Emerging Topics in Artificial Intelligence — 2022
[paper]
[read more]
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Turbugan: An Adversarial Learning Approach to Spatially-Varying Multiframe Blind Deconvolution with Applications to Imaging Through Turbulence
Brandon Y. Feng*,
Mingyang Xie*,
Christopher A. Metzler
IEEE Journal on Selected Areas in Information Theory — 2022
[paper]
[read more]
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Adversarial Sensing for Sub-Diffraction Imaging
Brandon Y. Feng,
Christopher A. Metzler
Computational Optical Sensing and Imaging — 2022
[paper]
[read more]
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