Forest Tree Detection ML Frameworks

ML datasets, tools, and models for detecting, identifying, and counting trees in satellite, aerial, and LiDAR imagery. Does NOT include general object detection, vegetation coverage prediction, or non-forest applications (e.g., swimming pools, landfills).

There are 29 forest tree detection frameworks tracked. The highest-rated is google-deepmind/forest_typology at 45/100 with 106 stars.

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# Framework Score Tier
1 google-deepmind/forest_typology

Datasets to protect Earth's forests and biodiversity

45
Emerging
2 jasonmanesis/Satellite-Imagery-Datasets-Containing-Ships

This repository provides a comprehensive list of radar and optical satellite...

45
Emerging
3 blutjens/awesome-forests

🌳 A curated list of ground-truth forest datasets for the machine learning...

45
Emerging
4 vipulchaturvedi/treesense-imaging

Deep Learning based web application to automate tree enumeration in forest...

43
Emerging
5 mratsim/Amazon-Forest-Computer-Vision

Amazon Forest Computer Vision: Satellite Image tagging code using PyTorch /...

41
Emerging
6 dymaxionlabs/burned-area-detection

Detection of burned areas using deep learning from satellite images

39
Emerging
7 ishaanshah/botanical-trees

Unofficial implementation of the paper "Learning to reconstruct botanical...

39
Emerging
8 talhayavcin/Tree-detection-from-satellite-images

Tree detection from satellite image using deep learning for the final...

39
Emerging
9 andreluizbvs/PLAD

STN PLAD: A Dataset for Multi-Size Power Line Assets Detection in...

39
Emerging
10 maidacundo/real-time-fire-segmentation-deep-learning

Implementation of a Deep Neural Architecture to perform real-time semantic...

38
Emerging
11 PRBonn/digiforests

DigiForests Dataset Development Kit

38
Emerging
12 andreluizbvs/InsPLAD

Inspection of Power Line Assets Dataset (InsPLAD)

38
Emerging
13 dymaxionlabs/basurales

Detection of Open Landfills - Basurales a Cielo Abierto

38
Emerging
14 easz/urban-tree

detect urban trees with the help of aerial images

36
Emerging
15 CodeFlowOrg/forestTreesTagging

This project has the vision to assist the officials for Forest trees census...

35
Emerging
16 mathworks/Wood-Species-Classification-Using-Vibration-Signature

Artificial Intelligence based model for classifying different wood species...

35
Emerging
17 JorisJoBo/treedentifier

This project allows users to use LiDAR data to identify trees on specific...

31
Emerging
18 mkurc1/climbingcrux_model

The climbing crux model is a machine-learning project that aims to recognize...

29
Experimental
19 Jonas1312/swimming-pool-detection

Swimming Pool Detection on Aerial Images With AI.

28
Experimental
20 RSandAI/VHRTrees

A benchmark dataset for deep learning-based tree detection: VHRTrees

27
Experimental
21 Felipe-RA/udeai_forest

A project to predict vegetation coverage of Satellital Images

26
Experimental
22 RSandAI/VHRTreeSpecies

A benchmark dataset for deep learning and transformer based tree species...

25
Experimental
23 jagennath-hari/TreeScan3D-Multi-Threaded-Tree-Detection

TreeScan3D is an innovative project that leverages the power of 3D computer...

20
Experimental
24 akhilchibber/Swimming-Pool-Detection

Deep Learning based Swimming Pool Detection in Satellite Imagery

19
Experimental
25 AEL-Lab/satellite-object-detection-dataset-v2

New version of the satellite/space object detection (SOD) dataset (SODv2)

14
Experimental
26 lanceasher09/Bachelors-Thesis

A Transfer Learning framework for detecting forest fires in data-scarce...

13
Experimental
27 HarshShinde0/tree-orchard-detection

Tree / Orchard Detection & Counting from High-Resolution Satellite Images

13
Experimental
28 1694521740/The-urban-building-rooftop-Pho-tovoltaic-Dataset

"The urban building rooftop photovoltaic dataset" is a deep learning...

12
Experimental
29 thomas914/The-Tree-Huggers-Index

We are The Tree Huggers. This is a group project for the HackUST, The Tree...

11
Experimental

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