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robmarkcole committed Jun 21, 2024
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Expand Up @@ -17,46 +17,22 @@ Deep learning has revolutionized the analysis and interpretation of satellite an

## Techniques

- Classification
- Segmentation
- Instance segmentation
- Object detection
- Object counting
- Regression
- Cloud detection & removal
- Change detection
- Time series
- Crop classification
- Crop yield & vegetation forecasting
- Wealth and economic activity
- Disaster response
- Super-resolution
- Pansharpening
- Image-to-image translation
- Data fusion
- Generative networks
- Autoencoders, dimensionality reduction, image embeddings & similarity search
- Anomaly detection
- Image retrieval
- Image Captioning
- Visual Question Answering
- Mixed data learning
- Few & zero shot learning
- Self-supervised, unsupervised & contrastive learning
- Weakly & semi-supervised learning
- Active learning
- Federated Learning
- Transformers
- Adversarial ML
- Image registration
- Terrain mapping, Disparity Estimation, Lidar, DEMs & NeRF
- Thermal Infrared
- SAR
- NDVI-Vegetation Index
- General image quality
- Synthetic data
- Large vision & language models (LLMs & LVMs)
- Foundational models
- [Classification](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#classification)
- [Segmentation](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#segmentation)
- [Object detection](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#object-detection)
- [Regression](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#regression)
- [Cloud detection & removal](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#cloud-detection--removal)
- [Change detection](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#change-detection)
- [Time series](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#time-series)
- [Crop classification](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#crop-classification)
- [Crop yield & vegetation forecasting](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#crop-yield--vegetation-forecasting)
- [Generative networks](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#generative-networks)
- [Autoencoders, dimensionality reduction, image embeddings & similarity search](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#autoencoders-dimensionality-reduction-image-embeddings--similarity-search)
- [Few & zero shot learning](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#few--zero-shot-learning)
- [Self-supervised, unsupervised & contrastive learning](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#self-supervised-unsupervised--contrastive-learning)
- [SAR](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#sar)
- [Large vision & language models (LLMs & LVMs)](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#large-vision--language-models-llms--lvms)
- [Foundational models](https://github.com/satellite-image-deep-learning/techniques?tab=readme-ov-file#foundational-models)

#
## Classification
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