Search Results for author: Luis Sanchez Giraldo

Found 2 papers, 2 papers with code

Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling

1 code implementation20 Oct 2023 Sania Eskandari, Janet Lumpp, Luis Sanchez Giraldo

As a result, we propose a U-shaped hierarchical Transformer-based structure for skin lesion segmentation and an Inter-scale Context Fusion (ISCF) method that uses attention correlations in each stage of the encoder to adaptively combine the contexts from each stage to mitigate semantic gaps.

Decoder Image Segmentation +4

Multiscale Principle of Relevant Information for Hyperspectral Image Classification

1 code implementation13 Jul 2019 Yantao Wei, Shujian Yu, Luis Sanchez Giraldo, Jose C. Principe

This paper proposes a novel architecture, termed multiscale principle of relevant information (MPRI), to learn discriminative spectral-spatial features for hyperspectral image (HSI) classification.

Classification Dimensionality Reduction +2

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