Search Results for author: Shuchang Shen

Found 2 papers, 2 papers with code

FireRisk: A Remote Sensing Dataset for Fire Risk Assessment with Benchmarks Using Supervised and Self-supervised Learning

1 code implementation13 Mar 2023 Shuchang Shen, Sachith Seneviratne, Xinye Wanyan, Michael Kirley

Inspired by the abundance of publicly available remote sensing projects and the burgeoning development of deep learning in computer vision, our research focuses on assessing fire risk using remote sensing imagery.

Image Classification Remote Sensing Image Classification +1

Extending global-local view alignment for self-supervised learning with remote sensing imagery

1 code implementation12 Mar 2023 Xinye Wanyan, Sachith Seneviratne, Shuchang Shen, Michael Kirley

While prior studies have explored multiple self-supervised learning techniques in remote sensing domain, pretext tasks based on local-global view alignment remain underexplored, despite achieving state-of-the-art results on natural imagery.

 Ranked #1 on Multi-Label Image Classification on BigEarthNet-10% (using extra training data)

Change Detection Contrastive Learning +6

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