mlsanityData to 14 Oct 2026

Sign-Coded Exposure Sensing for Noise-Robust High-Speed Imaging

arXiv 2305.03226 ↗First posted 5 May 2023eess.IV cs.CVcited by 0

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Abstract (arXiv)

We present a novel Fourier camera, an in-hardware optical compression of high-speed frames employing pixel-level sign-coded exposure where pixel intensities temporally modulated as positive and negative exposure are combined to yield Hadamard coefficients. The orthogonality of Walsh functions ensures that the noise is not amplified during high-speed frame reconstruction, making it a much more attractive option for coded exposure systems aimed at very high frame rate operation. Frame reconstruction is carried out by a single-pass demosaicking of the spatially multiplexed Walsh functions in a lattice arrangement, significantly reducing the computational complexity. The simulation prototype confirms the improved robustness to noise compared to the binary-coded exposure patterns, such as one-hot encoding and pseudo-random encoding. Our hardware prototype demonstrated the reconstruction of 4kHz frames of a moving scene lit by ambient light only.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 11 of its 37 references that are in the map. First posted on arXiv 5 May 2023.

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11 of 37 references.

References · 11

  1. 2015U-Net: Convolutional Networks for Biomedical Image Segmentationcited by 19,713
  2. 2015Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classificationcited by 3,611
  3. 2019Event-based Vision: A Surveycited by 1,016
  4. 2015Unsupervised Learning of Video Representations using LSTMscited by 435
  5. 2017Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolationcited by 326
  6. 2019Few-Shot Adversarial Learning of Realistic Neural Talking Head Modelscited by 284
  7. 2019Events-to-Video: Bringing Modern Computer Vision to Event Camerascited by 193
  8. 2017Need for Speed: A Benchmark for Higher Frame Rate Object Trackingcited by 137
  9. 2018Rank Minimization for Snapshot Compressive Imagingcited by 99
  10. 2021Time-Ordered Recent Event (TORE) Volumes for Event Camerascited by 73
  11. 2018Learning to Extract a Video Sequence from a Single Motion-Blurred Imagecited by 57

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