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ResearchFormerly WizWand

Object Detection on HDD Disassembly Real-World Dataset

99.5Box AP@50YOLOv11n-seg
83.3887.56591.7595.935Apr 19, 2026
Updated 6mo ago

Evaluation results

MethodLinks
YOLOv11n-segComponent Class=Platter, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0499.5——
YOLOv11n-segComponent Class=Spindle Motor Hub, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0499.5——
YOLOv11n-segComponent Class=Read-Write-Head, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0499.5——
YOLOv11n-segComponent Class=Bearing, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0499.5——
YOLOv11n-segComponent Class=PCB, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0499.5——
YOLOv11n-segComponent Class=Magnet, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0499.5——
YOLOv11n-segComponent Class=Top Plate, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0497.5——
YOLOv11n-segComponent Class=Landing Tray, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0493.4——
YOLOv11n-segComponent Class=Screw, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0492.9——
YOLOv11n-segComponent Class=SATA Power Connector, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0488.8——
YOLOv11n-segComponent Class=SATA Connector, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.0484——
YOLOv11n-segComponent Class=Overall Pipeline, Model=YOLOv11n-seg, Pre-training=Synthetic data, Fine-tuning=Real-world data2026.04—9680.9