Clip Lab

Publications

Pre-prints

  1. Skean, Oscar, et al. "FroSSL: Frobenius Norm Minimization for Self-Supervised Learning." arXiv preprint arXiv:2310.02903 (2023).
  2. Skean, Oscar, et al. "Dime: Maximizing mutual information by a difference of matrix-based entropies." arXiv preprint arXiv:2301.08164 (2023).
  3. Hoyos-Osorio, Jhoan K., and Luis G. Sanchez-Giraldo. "The representation jensen-shannon divergence." arXiv preprint arXiv:2305.16446 (2023).

Conference

  1. Posso Murillo, S., Skean, O., Sanchez Giraldo, L.G. "Non-uniform Sampling-Based Breast Cancer Classification," In: Cao, X., Xu, X., Rekik, I., Cui, Z., Ouyang, X. (eds) Machine Learning in Medical Imaging, MLMI 2023. Lecture Notes in Computer Science, 14349. Springer, Cham, 2023.
  2. Eskandari, S., Lumpp, J., Sanchez Giraldo, L. "Skin Lesion Segmentation Improved by Transformer-Based Networks with Inter-scale Dependency Modeling." In: Cao, X., Xu, X., Rekik, I., Cui, Z., Ouyang, X. (eds) Machine Learning in Medical Imaging. MLMI 2023. Lecture Notes in Computer Science, 14348, Springer, Cham, 2023
  3. Jhoan Keider Hoyos Osorio, Oscar Skean, Austin J. Brockmeier, and Luis Gonzalo Sanchez Giraldo, "The Representation Jensen-Rénji Divergence," To appear in International Conference on Acoustics, Speech and Signal Processing, 2022.
  4. Shujian Yu, Luis Sanchez Giraldo, and José C. Príncipe, "Information-Theoretic Methods in Deep Neural Networks: Recent Advances and Emerging Opportunities," International Joint Conference on Artificial Intelligence, 2021.

Journal

  1. Joshua Bowren, Luis Gonzalo Sanchez Giraldo, and Odelia Schwartz,  "Inference via Sparse Coding in a Hierarchical Vision Model," Journal of Vision, 22(19), 2022.
  2. Yantao Wei, Shujian Yu, Luis Sanchez Giraldo, and Jose C. Principe, "Multiscale Principle of Relevant Information for Hyperspectral Image Classification," Machine Learning, Springer, 2021.
  3. Md Nasir Uddin Laskar, Luis Gonzalo Sanchez Giraldo, Odelia Schwartz, "Deep Neural Networks capture texture sensitivity in V2," Journal of Vision, 2020.
  4. Shujian Yu, Luis Gonzalo Sanchez Giraldo, Robert Jenssen, Jose C. Principe, "Multivariate Extension of Matrix-Based Rényi's alpha-Order Entropy Functional," IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020.

Workshop

  1. Austin J. Brockmeier, Claudio Cesar Claros-Olivares, Matthew Emigh, and Luis Gonzalo Sanchez Giraldo, "Identifying the Instances Associated with Distribution Shifts using the Max-Sliced Bures Divergence," NeurIPS 2021 Workshop DistShift, 2021.
  2. Xu Pan, Elif Kartal, Luis Gonzalo Sanchez Giraldo, Odelia Schwartz,  "Brain-Inspired Weighted Normalization for CNN Image Classification," ICLR Workshop: How Can Findings About The Brain Improve AI Systems?, 2021.