Project AURIONAI Use-Cases Research & Innovation
Agriculture

Tree Counting from Drone or Satellite

CNN detectors for oil palm tree counting.

vision
1named models
659candidates
1deployments
1in Indonesia

Named Models

Gunadarma UniversityOil palm detector (Universitas Gunadarma, Roboflow)Gunadarma UniversityReleasednot in the notesRuns onnot in the notesClassvisionCommunity oil palm detection project by Universitas Gunadarma on Roboflow Universe: about 2,380 images, class oilpalm, 4 trained models; architecture not stated on the search card.Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not stated
Where this comes from
Models the research names for this use case. Research, with sources on each model record.

Who Runs It

research, 1
Universitas Gadjah Mada (UGM)Universitas Gadjah MadaCountry: IndonesiaDeep learning oil palm tree counting (model not stated)Vendor: UGM with unnamed external partnersresearchDate2022Research completed 2022; no plantation deployment namedEvidence: academic paperConfidence: highSource: ai.ugm.ac.id
Where this comes from
Documented uses by named organisations. The evidence column says who made the claim.

Candidate Models

COCO val

A general benchmark for this model class, not a test on this use case. Object detection and segmentation AP (mAP50-95). Higher is better. Showing 10 of 11.

RoboflowRF-DETR 2XLRoboflow vendor-reported60.1UltralyticsYOLO26xUltralytics vendor-reported57.5UltralyticsYOLO26lUltralytics vendor-reported55University of Science and Technology of China (USTC)D-FINEUniversity of Science and Technology of China (USTC), Institute of Artificial Intelligence, Hefei Comprehensive National Science Center independent55RoboflowRF-DETR MRoboflow vendor-reported54.7UltralyticsYOLO26mUltralytics vendor-reported53.1RoboflowRF-DETR SRoboflow vendor-reported52.9UltralyticsYOLO26sUltralytics vendor-reported48.6UltralyticsYOLO11Ultralytics independent48.3RoboflowRF-DETR NRoboflow vendor-reported48
050100
UltralyticsYOLO26lUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsUltralyticsYOLO26mUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsUltralyticsYOLO26nUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsUltralyticsYOLO26sUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsUltralyticsYOLO26xUltralytics, visionReleasedJan 2026open weightshas scoreslast 18 monthsRoboflowRF-DETR 2XLRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 monthsRoboflowRF-DETR MRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 monthsRoboflowRF-DETR NRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 monthsRoboflowRF-DETR SRoboflow, visionReleasedNov 2025runs on edgehas scoreslast 18 monthsMetaSAM 3Meta, visionReleasedNov 2025open weightshas scoreslast 18 months

Showing 10 of 659. All models of this class

Where this comes from
Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.

Sources

  1. cir.nii.ac.jp/crid/1360574096082847744 https://cir.nii.ac.jp/crid/1360574096082847744
  2. ir.unimas.my/id/eprint/42290 https://ir.unimas.my/id/eprint/42290/
  3. ai.ugm.ac.id/2025/09/17/ugm-kembangkan-sistem-otomatis-pen... https://ai.ugm.ac.id/2025/09/17/ugm-kembangkan-sistem-otomatis-penghitung-pokok-sawit-berbasis-deep-learning/

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Tree Counting from Drone or Satellite", https://aurion.semai.id/usecases/ag-tree-counting/, records of October 2026.