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20152025
most citedMore Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification

1.4k citations · 3k across the 27 of their papers we have counts for

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Showing 2022Show all

7 papers · 1 filter

cs.CV2022★ 6 cited

OpenEarthMap: A Benchmark Dataset for Global High-Resolution Land Cover Mapping

Junshi Xia, Naoto Yokoya, Bruno Adriano +1

We introduce OpenEarthMap, a benchmark dataset, for global high-resolution land cover mapping. OpenEarthMap consists of 2.2 million segments of 5000 aerial and satellite images cov…

cs.CV2022★ 103 cited

Unsupervised Multimodal Change Detection Based on Structural Relationship Graph Representation Learning

Hongruixuan Chen, Naoto Yokoya, Chen Wu +1

Unsupervised multimodal change detection is a practical and challenging topic that can play an important role in time-sensitive emergency applications. To address the challenge tha…

cs.CV2022★ 1 cited

EOD: The IEEE GRSS Earth Observation Database

Michael Schmitt, Pedram Ghamisi, Naoto Yokoya +1

In the era of deep learning, annotated datasets have become a crucial asset to the remote sensing community. In the last decade, a plethora of different datasets was published, eac…

cs.CV2022★ 1 cited

Learning Mutual Modulation for Self-Supervised Cross-Modal Super-Resolution

Xiaoyu Dong, Naoto Yokoya, Longguang Wang +1

Self-supervised cross-modal super-resolution (SR) can overcome the difficulty of acquiring paired training data, but is challenging because only low-resolution (LR) source and high…

eess.IV2022★ 8 cited

Decoupled-and-Coupled Networks: Self-Supervised Hyperspectral Image Super-Resolution with Subpixel Fusion

Danfeng Hong, Jing Yao, Deyu Meng +2

Enormous efforts have been recently made to super-resolve hyperspectral (HS) images with the aid of high spatial resolution multispectral (MS) images. Most prior works usually perf…

cs.CV2022★ 2 cited

V4d: voxel for 4d novel view synthesis

Wanshui Gan, Hongbin Xu, Yi Huang +2

Neural radiance fields have made a remarkable breakthrough in the novel view synthesis task at the 3D static scene. However, for the 4D circumstance (e.g., dynamic scene), the perf…