A Novel Data Analytics Oriented Approach for Image Representation Learning in Manufacturing Systems

Table 3

Transfer learning results. Models are initialized with parameters from self-supervised learning on ImageNet dataset and are fine-tuned for classification task on relative datasets. A supervised training (on ImageNet) version “Supervised-IN” is also provided for comparison.

Method	Dataset	CIFAR10	CIFAR100	VOC2007	Pets	Flowers
	Classes	10	100	20	37	102
BYOL [39]		97.8	86.1	85.4	91.7	97.0
SimCLR [27]		97.7	85.9	84.1	89.2	97.0
Supervised-IN [27]		97.5	86.4	85.0	92.1	97.6
MoCo v3 [61]		98.9	90.5	—	93.2	97.7
TriLFrame (ours)		98.2	90.7	85.2	91.5	96.2