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subawocit/README.md

👋 Hi, I'm Yuchen

  • Ph.D. Candidate in Computer Science @ Bionic Vision Lab, UC Santa Barbara
  • Multimodal Learning, Computer Vision, and Computational Neuroscience

🔬 Selected Papers, Abstracts, and Projects

  • [Paper] Modeling Mouse Vision - Use multimodal deep learning to predict neural activity in freely moving mice
  • [Paper] Retinal Prosthesis Perception Analysis - Study electrically-evoked visual perception
  • [Abstract] Neuroscience-Inspired AI for Spatial Navigation - Design a center-periphery visual processing model
  • [Project] Image Reconstruction from fMRI - Decode stimuli from brain activity using latent diffusion models
  • [Project] Landslides Detection - Explore pretraining strategies for satellite imagery landslides detection
  • [Project] Mouse vs. AI: Visual Robustness Benchmark - Compare biological and artificial vision robustness under perturbations

☕ Let's Connect!

Google Scholar | Resume | LinkedIn | Email

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  1. bionicvisionlab/2024-ArgusPairs bionicvisionlab/2024-ArgusPairs Public

    Y Hou, D Nanduri, J Granley, JD Weiland, M Beyeler (2024). Axonal stimulation affects the linear summation of single-point perception in three Argus II users. Journal of Neural Engineering

    Jupyter Notebook 1

  2. bionicvisionlab/2024-Temporal-Model bionicvisionlab/2024-Temporal-Model Public

    Y Hou, L Pullela, J Su, S Aluru, S Sista, X Lu, M Beyeler (2024). Predicting the temporal dynamics of prosthetic vision. 46th Annual International Conference of the IEEE Engineering in Medicine & B…

    Jupyter Notebook 1

  3. pulse2percept/pulse2percept pulse2percept/pulse2percept Public

    A Python-based simulation framework for bionic vision

    Python 89 58

  4. bionicvisionlab/2023-Xu-Multimodal-Mouse-V1 bionicvisionlab/2023-Xu-Multimodal-Mouse-V1 Public

    A Xu, Y Hou, CM Niell, M Beyeler (2023). Multimodal deep learning model unveils behavioral dynamics of V1 activity in freely moving mice. NeurIPS '23

    Jupyter Notebook 4 2

  5. cs291k cs291k Public

    Course Project: Application of Pre-training Strategies on Landslides Detection (Winter 2024)

    Jupyter Notebook

  6. cs292f cs292f Public

    Course Project: Image Reconstruction from fMRI (Fall 2023)

    Jupyter Notebook