notesum.ai

Published at December 4

CLAS: A Machine Learning Enhanced Framework for Exploring Large 3D Design Datasets

cs.CV

cs.HC

cs.IR

Released Date: December 4, 2024

Authors: XiuYu Zhang¹, Xiaolei Ye², Jui-Che Chang², Yue Fang²

Aff.: ¹EECS, UC Berkeley; ²ME, UC Berkeley

Arxiv: http://arxiv.org/pdf/2412.02996v1

Refer to caption

	Size	MRR (0-1)			Top-1 Acc (%)			Top-10 Acc (%)
	Size	Baseline	Best Tr.	Best Val.	Baseline	Best Tr.	Best Val.	Baseline	Best Tr.	Best Val.
Train	5422	0.02	0.57	0.20	0.57	41.53	9.94	3.50	88.68	42.05
Test	1365	0.05	0.24	0.18	2.36	11.95	9.37	7.96	47.64	38.20
Complete	6778	0.02	0.45	0.16	0.55	31.53	7.73	3.24	72.68	33.60
Close-set	6778	0.02	0.58		0.55	42.27		3.24	89.64