notesum.ai

Published at December 4

cs.CV

Released Date: December 4, 2024

Authors: Runjian Chen¹, Hang Zhang², Avinash Ravichandran², Wenqi Shao³, Alex Wong⁴, Ping Luo¹

Aff.: ¹The University of Hong Kong; ²Cruise; ³Shanghai AI Laboratory; ⁴Yale University

Init.	Fine-tune Data	mAP	NDS
Random	5%	48.69	55.28
CLAP	5%	51.17 ^+2.48	57.04 ^+1.76
Random	2.5%	39.12	40.01
CLAP	2.5%	42.86 ^+3.74	42.18 ^+2.17
Random	1%	26.22	29.82
CLAP	1%	30.53 ^+4.31	31.87 ^+2.05
Random	0.5%	16.49	22.61
CLAP	0.5%	23.71 ^+7.22	27.32 ^+4.71