Project AURIONAI Use-Cases Research & Innovation
Agriculture

Ganoderma (Basal Stem Rot) Detection

CNN classifiers on UAV hyperspectral imagery; OBIA research (unverified).

vision
3named models
657candidates
0deployments
0in Indonesia

Named Models

Multimedia UniversityTF-ResNet50 Ganoderma detectorMultimedia University, FGV R&D Sdn BhdReleasedOct 2025Runs onnot in the notesClassvisionResearch model for Ganoderma basal stem rot detection in oil palm (TENCON 2025): 84% accuracy, 74% sensitivity for early infection, 86% specificity.Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not statedGanoderma Detection (Oil Palm), BINUS and PTPN IVnot in the notesReleasednot in the notesRuns onnot in the notesClassvisionCommunity Ganoderma basal stem rot detection project for oil palm on Roboflow Universe by a BINUS and PTPN IV workspace: about 475 images, 1 trained model.Commercial use: not stated; Jakarta hosting: unknown; Indonesian support: not statedOil Palm Ganoderma Detection (binus, Roboflow)not in the notesReleasednot in the notesRuns onnot in the notesClassvisionCommunity oil palm Ganoderma detection project on Roboflow Universe: about 552 images, 2 trained models.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

No deployment is recorded for this use case.

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
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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 657. 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. Ganoderma Detection in Oil Palm Plantations Using UAV Hyperspectral Imaging and AI - MMU Institutional Repository shdl.mmu.edu.my https://shdl.mmu.edu.my/15767/
  2. Hyperspectral imaging signatures for early detection of Ganoderma disease using deep neural networks - MMU Institutional Repository shdl.mmu.edu.my https://shdl.mmu.edu.my/16377/
  3. OBJECT-BASED IMAGE ANALYSIS (OBIA) ON HYPERSPECTRAL IMAGERY FROM DRONE FOR Ganoderma BASAL STEM ROT DISEASE DETECTION IN OIL PALM – Jo jopr.mpob.gov.my https://jopr.mpob.gov.my/object-based-image-analysis-obia-on-hyperspectral-imagery-from-drone-for-iganodermai-basal-stem-rot-disease-detection-in-oil-palm/

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Ganoderma (Basal Stem Rot) Detection", https://aurion.semai.id/usecases/ag-ganoderma-detection/, records of October 2026.