OpenCodePapers

multi-label-image-classification-on

Image ClassificationMulti-Label Image Classification
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PaperCodemAP (micro)mAP (macro)FScoreofficial splitModelNameReleaseDate
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation✓ Link91.8NoMoCo-v2 (ResNet50, fine tune)2022-11-13
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation✓ Link89.9NoMoCo-v3 (ViT-S/16, fine tune)2022-11-13
Self-supervised Learning in Remote Sensing: A Review✓ Link89.3NoMoCo-v2 (ResNet18, fine tune)2022-06-27
SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation✓ Link88.9NoMAE (ViT-S/16, fine tune)2022-11-13
Extending global-local view alignment for self-supervised learning with remote sensing imagery✓ Link88.75NoDINO-MC2023-03-12
In-domain representation learning for remote sensing✓ Link75.36ResNet502019-11-15
Benchmarking and scaling of deep learning models for land cover image classification✓ Link79YesWideResNet-B5-ECA2021-11-18
Benchmarking and scaling of deep learning models for land cover image classification✓ Link77.1YesViTM/202021-11-18
Benchmarking and scaling of deep learning models for land cover image classification✓ Link76.8YesResNet502021-11-18
Benchmarking and scaling of deep learning models for land cover image classification✓ Link75.2YesMLPMixer2021-11-18