notesum.ai

Published at November 22

Evaluating Vision Transformer Models for Visual Quality Control in Industrial Manufacturing

cs.CV

cs.AI

Released Date: November 22, 2024

Authors: Miriam Alber¹, Christoph Hönes², Patrick Baier³

Aff.: ¹iteratec GmbH Karlsruhe, Germany; ²Hasso Plattner Institute / University of Potsdam, Germany; ³University of Applied Sciences Karlsruhe, Germany

Arxiv: http://arxiv.org/abs/2411.14953v1

architecture	nf i11		nf i7		gmm		vt-adl	FastFlow
dataclass	ad	al	ad	al	ad	al	al	ad	al(auroc)
bottle	99.84	85.95	98.57	93.64	98.49	45.24	94.90	100.00	97.70
cable	94.42	94.68	81.73	84.87	61.94	78.03	77.60	100.00	98.40
capsule	92.94	93.42	92.82	95.04	82.69	93.69	67.20	100.00	99.10
carpet	96.07	95.92	87.40	87.40	97.11	97.06	77.30	100.00	99.40
grid	98.08	93.79	96.66	96.11	76.44	71.21	87.10	99.70	98.30
hazelnut	98.46	95.81	87.18	93.06	65.43	96.86	89.70	100.00	99.10
leather	100.00	88.10	99.97	98.83	98.37	98.62	72.80	100.00	99.50
metal nut	99.71	92.98	87.93	88.69	60.95	84.54	72.60	100.00	98.50
pill	92.17	94.25	81.29	90.83	69.01	91.35	70.50	99.40	99.20
screw	86.53	95.96	77.09	84.00	52.43	46.37	92.80	97.80	99.40
tile	99.96	91.43	96.03	93.47	92.50	90.38	79.60	100.00	96.30
toothbrush	90.83	93.50	88.61	95.24	95.56	95.84	90.10	94.40	98.90
transistor	95.71	96.52	88.21	93.29	76.83	92.31	79.60	99.80	97.30
wood	92.46	87.73	98.25	93.86	93.33	90.66	78.10	100.00	97.00
zipper	96.68	90.91	92.67	97.31	79.28	95.81	80.80	99.50	98.70
mean	95.59	92.73	90.29	92.38	80.02	84.53	80.71	99.37	98.45
std	4.00	3.28	6.92	4.38	15.49	17.41	8.18	1.44	0.94