Method / resourcemodel-written summary

TIoU-YOLOv8n-Pruned reached 94.1% accuracy and 57.2% mAP@0.5:0.95, outperforming YOLOv5n, YOLOv8n, YOLOv11n and other YOLO variants.

A claim from Rapid Identification and Accurate Localization of Walnut Trunks Based on TIoU-YOLOv8n-Pruned · 2025

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

TIoU-YOLOv8n-Pruned reached 94.1% accuracy and 57.2% mAP@0.5:0.95, outperforming YOLOv5n, YOLOv8n, YOLOv11n and other YOLO variants.

Taxon
Walnutt0
Outcome
accuracy and mAP@0.5:0.95e0
Direction
outperforminge0
Value
94.1% and 57.2%e0
Comparator
YOLOv5n, YOLOv8n, YOLOv11ne0

Not reportedMaterialGeneCompoundOrgan / stageInteractorInteractor roleSecond interactorSecond interactor roleTreatmentSettingQualifier

Verbatim

t0

“Walnut Trunks”

✓ located verbatim in the source · title, characters 50–63
e0

“while its accuracy and mAP@0.5:0.95 reach 94.1% and 57.2%, outperforming YOLOv5n, YOLOv8n, YOLOv11n”

✓ located verbatim in the source · abstract, characters 841–940

Title

Rapid Identification and Accurate Localization of Walnut Trunks Based on TIoU-YOLOv8n-Pruned

Chenchen Ye; Yan Xu; Jianping Zhou; et al. Agriculture 2025. doi:10.3390/agriculture15232405

Other claims from this paper (5)

Record rev-5174c4b91ea0adf64d4a3f9e494a5dcf8eaf22bdfd3c2b36c48d1d60026f576d · schema claims-v0.9 · position 1 in the model’s answer