Method / resourcemodel-written summary

The improved model increased mAP@0.5 over YOLOv7-Mask, YOLOv8n-Seg, YOLOv9s-Seg, YOLO11n-Seg, Mask R-CNN and Mask2Former by 10.5%, 3.0%, 0.9%, 15.0%, 13.8% and 1.4% respectively.

A claim from Lightweight MSW-YOLOv8n-Seg: the instance segmentation of maturity on cherry tomato with improved YOLOv8n-Seg · 2026

Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

The improved model increased mAP@0.5 over YOLOv7-Mask, YOLOv8n-Seg, YOLOv9s-Seg, YOLO11n-Seg, Mask R-CNN and Mask2Former by 10.5%, 3.0%, 0.9%, 15.0%, 13.8% and 1.4% respectively.

Outcome
mAP@0.5e0
Direction
increasede0
Value
10.5%, 3.0%, 0.9%, 15.0%, 13.8% and 1.4%e0
Comparator
YOLOv7-Mask, YOLOv8n-Seg, YOLOv9s-Seg, YOLO11n-Seg, Mask R-CNNe1

Not reportedMaterialGeneCompoundOrgan / stageInteractorInteractor roleSecond interactorSecond interactor roleTreatmentSettingQualifier

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Solanum lycopersicum var. cerasiforme
Solanum lycopersicum var. cerasiforme · TaxonJS · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

t0

“cherry tomato”

✓ located verbatim in the source · title, characters 70–83
e0

“the mAP@0.5 increased by 10.5%, 3.0%, 0.9%, 15.0%, 13.8% and 1.4%”

✓ located verbatim in the source · abstract, characters 1870–1935
e1

“YOLOv7-Mask, YOLOv8n-Seg, YOLOv9s-Seg, YOLO11n-Seg, Mask R-CNN”

✓ located verbatim in the source · abstract, characters 1591–1653

Title

Lightweight MSW-YOLOv8n-Seg: the instance segmentation of maturity on cherry tomato with improved YOLOv8n-Seg

Ronghui Miao; Zhiwei Li Frontiers in Plant Science 2026. doi:10.3389/fpls.2025.1731580

Other claims from this paper (8)

Record rev-0d81fbb2fc1610f59373f6517ae80843313127bf51683a39b80ca4468a28f192 · schema claims-v0.9 · position 7 in the model’s answer