mlsanityData to 7 Oct 2026

NTIRE 2021 Multi-modal Aerial View Object Classification Challenge

arXiv 2107.01189 ↗First posted 2 Jul 2021cs.CV cs.LGcited by 7

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Abstract (arXiv)

In this paper, we introduce the first Challenge on Multi-modal Aerial View Object Classification (MAVOC) in conjunction with the NTIRE 2021 workshop at CVPR. This challenge is composed of two different tracks using EO andSAR imagery. Both EO and SAR sensors possess different advantages and drawbacks. The purpose of this competition is to analyze how to use both sets of sensory information in complementary ways. We discuss the top methods submitted for this competition and evaluate their results on our blind test set. Our challenge results show significant improvement of more than 15% accuracy from our current baselines for each track of the competition

Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 18 of its 34 references that are in the map. First posted on arXiv 2 Jul 2021.

Builds on

18 of 34 references.

References · 18

  1. 2015Deep Residual Learning for Image Recognitioncited by 51,809
  2. 2019EfficientNet: Rethinking Model Scaling for Convolutional Neural Networkscited by 6,415
  3. 2017Squeeze-and-Excitation Networkscited by 4,763
  4. 2019CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Featurescited by 2,875
  5. 2019Searching for MobileNetV3cited by 1,984
  6. 2019Self-training with Noisy Student improves ImageNet classificationcited by 1,304
  7. 2019LVIS: A Dataset for Large Vocabulary Instance Segmentationcited by 1,215
  8. 2017DOTA: A Large-scale Dataset for Object Detection in Aerial Imagescited by 622
  9. 2019ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networkscited by 572
  10. 2018xView: Objects in Context in Overhead Imagerycited by 145
  11. 2020MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understandingcited by 59
  12. 2021NTIRE 2021 Challenge on Image Deblurringcited by 49
6 more
  1. 2021NTIRE 2021 Challenge on High Dynamic Range Imaging: Dataset, Methods and Resultscited by 36
  2. 2021NTIRE 2021 Challenge on Quality Enhancement of Compressed Video: Methods and Resultscited by 26
  3. 2021NTIRE 2021 Depth Guided Image Relighting Challengecited by 23
  4. 2021NTIRE 2021 Challenge on Burst Super-Resolution: Methods and Resultscited by 22
  5. 2021NTIRE 2021 Challenge on Perceptual Image Quality Assessmentcited by 18
  6. 2021NTIRE 2021 Challenge on Video Super-Resolutioncited by 15

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Citing papers per year: 2021: 1; 2022: 4; 2023: 2.

7 papers.