Listar INIT_Articles por autoría "f21afb49-52dd-4fb7-9080-fd8b7b3f8a36"
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Noise-Tolerant Deep Neighborhood Embedding for Remotely Sensed Images With Label Noise
kang, jian; Fernandez-Beltran, Ruben; Kang, Xudong; Ni, Jingen; Plaza, Antonio IEEE (2021-02-02)Recently, many deep learning-based methods have been developed for solving remote sensing (RS) scene classification or retrieval tasks. Most of the adopted loss functions for training these models require accurate annotations. ... -
Robust Normalized Softmax Loss for Deep Metric Learning-Based Characterization of Remote Sensing Images With Label Noise
kang, jian; Fernandez-Beltran, Ruben; Duan, Puhong; Kang, Xudong; Plaza, Antonio Institute of Electrical and Electronics Engineers (2020-12-16)Most deep metric learning-based image characterization methods exploit supervised information to model the semantic relations among the remote sensing (RS) scenes. Nonetheless, the unprecedented availability of large-scale ...