ML Research Wiki / Benchmarks / Multi-Label Image Classification / BigEarthNet

BigEarthNet

Multi-Label Image Classification Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: mAP (micro)

Top Performing Models

Rank	Model	Paper	mAP (micro)	Date	Code
1	MoCo-v2 (ResNet50, fine tune) 📚	SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation	91.80	2022-11-13	📦 zhu-xlab/ssl4eo-s12 📦 zhu-xlab/ssl4eo-review 📦 zhu-xlab/dino-mm 📦 zhu-xlab/softcon
2	MoCo-v3 (ViT-S/16, fine tune) 📚	SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation	89.90	2022-11-13	📦 zhu-xlab/ssl4eo-s12 📦 zhu-xlab/ssl4eo-review 📦 zhu-xlab/dino-mm 📦 zhu-xlab/softcon
3	MoCo-v2 (ResNet18, fine tune)	Self-supervised Learning in Remote Sensing: A Review	89.30	2022-06-27	📦 zhu-xlab/ssl4eo-review 📦 zhu-xlab/dino-mm 📦 hewanshrestha/why-self-supervision-in-time
4	MAE (ViT-S/16, fine tune) 📚	SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation	88.90	2022-11-13	📦 zhu-xlab/ssl4eo-s12 📦 zhu-xlab/ssl4eo-review 📦 zhu-xlab/dino-mm 📦 zhu-xlab/softcon
5	DINO-MC 📚	Extending global-local view alignment for self-supervised learning with remote sensing imagery	88.75	2023-03-12	📦 wennyxy/dino-mc
6	WideResNet-B5-ECA	Benchmarking and scaling of deep learning models for land cover image classification	79.00	2021-11-18	📦 orion-ai-lab/efficientbigearthnet
7	ViTM/20	Benchmarking and scaling of deep learning models for land cover image classification	77.10	2021-11-18	📦 orion-ai-lab/efficientbigearthnet
8	ResNet50	Benchmarking and scaling of deep learning models for land cover image classification	76.80	2021-11-18	📦 orion-ai-lab/efficientbigearthnet
9	ResNet50	In-domain representation learning for remote sensing	75.36	2019-11-15	📦 google-research/google-research
10	MLPMixer	Benchmarking and scaling of deep learning models for land cover image classification	75.20	2021-11-18	📦 orion-ai-lab/efficientbigearthnet

All Papers (10)

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation

2022

MoCo-v2 (ResNet50, fine tune)

zhu-xlab/ssl4eo-s12 zhu-xlab/ssl4eo-review

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation

2022

MoCo-v3 (ViT-S/16, fine tune)

zhu-xlab/ssl4eo-s12 zhu-xlab/ssl4eo-review

Self-supervised Learning in Remote Sensing: A Review

2022

MoCo-v2 (ResNet18, fine tune)

zhu-xlab/ssl4eo-review zhu-xlab/dino-mm hewanshrestha/why-self-supervision-in-time

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation

2022

MAE (ViT-S/16, fine tune)

zhu-xlab/ssl4eo-s12 zhu-xlab/ssl4eo-review

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

2023

DINO-MC

wennyxy/dino-mc

Benchmarking and scaling of deep learning models for land cover image classification

2021

WideResNet-B5-ECA

orion-ai-lab/efficientbigearthnet

Benchmarking and scaling of deep learning models for land cover image classification

2021

ViTM/20

orion-ai-lab/efficientbigearthnet

Benchmarking and scaling of deep learning models for land cover image classification

2021

ResNet50

orion-ai-lab/efficientbigearthnet

In-domain representation learning for remote sensing

2019

ResNet50

google-research/google-research

Benchmarking and scaling of deep learning models for land cover image classification

2021

MLPMixer

orion-ai-lab/efficientbigearthnet

BigEarthNet

Performance Over Time

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Top Performing Models

All Papers (10)

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation

Self-supervised Learning in Remote Sensing: A Review

SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temporal Dataset for Self-Supervised Learning in Earth Observation

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

Benchmarking and scaling of deep learning models for land cover image classification

Benchmarking and scaling of deep learning models for land cover image classification

Benchmarking and scaling of deep learning models for land cover image classification

In-domain representation learning for remote sensing

Benchmarking and scaling of deep learning models for land cover image classification

Model	Paper	mAP (micro)	Date
MoCo-v2 (ResNet50, fine tune)	SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temp…	91.80	2022-11-13
MoCo-v3 (ViT-S/16, fine tune)	SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temp…	89.90	2022-11-13
MoCo-v2 (ResNet18, fine tune)	Self-supervised Learning in Remote Sensing: A Rev…	89.30	2022-06-27
MAE (ViT-S/16, fine tune)	SSL4EO-S12: A Large-Scale Multi-Modal, Multi-Temp…	88.90	2022-11-13
DINO-MC	Extending global-local view alignment for self-su…	88.75	2023-03-12
WideResNet-B5-ECA	Benchmarking and scaling of deep learning models …	79.00	2021-11-18
ViTM/20	Benchmarking and scaling of deep learning models …	77.10	2021-11-18
ResNet50	Benchmarking and scaling of deep learning models …	76.80	2021-11-18
ResNet50	In-domain representation learning for remote sens…	75.36	2019-11-15
MLPMixer	Benchmarking and scaling of deep learning models …	75.20	2021-11-18