# satellite-image-deep-learning/techniques architecture

> Architecture diagram of the GitHub repository satellite-image-deep-learning/techniques, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-28). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/satellite-image-deep-learning/techniques
- Repository: https://github.com/satellite-image-deep-learning/techniques

## Overview

This repository is a curated guide to deep learning for satellite and aerial imagery, not an implementation or processing pipeline. A reader uses the README as a searchable index of techniques and follows links to topic-specific resources. The README documents a broad set of capabilities; the available tree and excerpt do not show the linked techniques index or its underlying resources, so those connections are represented only at the index level.

Main entry points: [`README.md`](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md) (README guide)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_image_tasks["Image tasks"]
  node_classification["Classification<br/>[README.md]"]
  node_segmentation["Segmentation<br/>[README.md]"]
  node_detection["Object detection<br/>[README.md]"]
  node_regression["Regression<br/>[README.md]"]
  node_clouds["Cloud detection<br/>[README.md]"]
end

subgraph group_temporal_agri["Temporal and agriculture"]
  node_change["Change detection<br/>[README.md]"]
  node_time_series["Time series<br/>[README.md]"]
  node_crop_classification["Crop classification<br/>[README.md]"]
  node_crop_forecasting["Crop forecasting<br/>[README.md]"]
end

subgraph group_learning_methods["Learning methods"]
  node_generative["Generative networks<br/>[README.md]"]
  node_embeddings["Embeddings and similarity<br/>[README.md]"]
  node_few_shot["Few-shot learning<br/>[README.md]"]
  node_self_supervised["Self-supervised learning<br/>[README.md]"]
  node_xai["Explainable AI<br/>[README.md]"]
end

subgraph group_modalities_models["Modalities and models"]
  node_sar["SAR<br/>[README.md]"]
  node_vision_language["Vision-language models<br/>[README.md]"]
  node_foundational["Foundational models<br/>[README.md]"]
end

node_reader(("Reader"))
node_guide["README guide<br/>[README.md]"]
node_technique_index["Techniques index"]

node_reader -->|"searches"| node_guide
node_guide -->|"links to"| node_technique_index
node_technique_index -->|"indexes"| node_classification
node_technique_index -->|"indexes"| node_segmentation
node_technique_index -->|"indexes"| node_detection
node_technique_index -->|"indexes"| node_regression
node_technique_index -->|"indexes"| node_clouds
node_technique_index -->|"indexes"| node_change
node_technique_index -->|"indexes"| node_time_series
node_technique_index -->|"indexes"| node_crop_classification
node_technique_index -->|"indexes"| node_crop_forecasting
node_technique_index -->|"indexes"| node_generative
node_technique_index -->|"indexes"| node_embeddings
node_technique_index -->|"indexes"| node_few_shot
node_technique_index -->|"indexes"| node_self_supervised
node_technique_index -->|"indexes"| node_xai
node_technique_index -->|"indexes"| node_sar
node_technique_index -->|"indexes"| node_vision_language
node_technique_index -->|"indexes"| node_foundational

click node_guide "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_classification "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_segmentation "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_detection "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_regression "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_clouds "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_change "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_time_series "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_crop_classification "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_crop_forecasting "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_generative "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_embeddings "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_few_shot "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_self_supervised "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_xai "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_sar "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_vision_language "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"
click node_foundational "https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_classification,node_segmentation,node_detection,node_regression,node_clouds toneBlue
class node_change,node_time_series,node_crop_classification,node_crop_forecasting toneAmber
class node_generative,node_embeddings,node_few_shot,node_self_supervised,node_xai toneMint
class node_sar,node_vision_language,node_foundational toneRose
class node_reader,node_technique_index toneIndigo
class node_guide toneTeal
```

## Components

### Image tasks

- [Classification](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Segmentation](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Object detection](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Regression](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Cloud detection](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`

### Temporal and agriculture

- [Change detection](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Time series](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Crop classification](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Crop forecasting](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`

### Learning methods

- [Generative networks](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Embeddings and similarity](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Few-shot learning](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Self-supervised learning](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Explainable AI](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`

### Modalities and models

- [SAR](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Vision-language models](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- [Foundational models](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`

### Other components

- **Reader**
- [README guide](https://github.com/satellite-image-deep-learning/techniques/blob/master/README.md): `README.md`
- **Techniques index**

## Connections

- Reader → README guide: searches
- README guide → Techniques index: links to
- Techniques index → Classification: indexes
- Techniques index → Segmentation: indexes
- Techniques index → Object detection: indexes
- Techniques index → Regression: indexes
- Techniques index → Cloud detection: indexes
- Techniques index → Change detection: indexes
- Techniques index → Time series: indexes
- Techniques index → Crop classification: indexes
- Techniques index → Crop forecasting: indexes
- Techniques index → Generative networks: indexes
- Techniques index → Embeddings and similarity: indexes
- Techniques index → Few-shot learning: indexes
- Techniques index → Self-supervised learning: indexes
- Techniques index → Explainable AI: indexes
- Techniques index → SAR: indexes
- Techniques index → Vision-language models: indexes
- Techniques index → Foundational models: indexes