notesum.ai

Published at October 21

cs.LG

cs.AI

cs.CL

Released Date: October 21, 2024

Authors: Jean Feng¹, Avni Kothari², Luke Zier³, Chandan Singh¹, Yan Shuo Tan¹

Aff.: ¹University of California, San Francisco; ²Microsoft Research; ³National University of Singapore

Bird	# classes	BC-LLM	One-pass	Boosting	ResNet
Albatross	3	0.837 (0.771, 0.894)	0.833 (0.771, 0.890)	0.775 (0.709, 0.842)	0.837 (0.767, 0.897)
Auklet	4	0.884 (0.830, 0.928)	0.865 (0.813, 0.914)	0.733 (0.671, 0.792)	0.831 (0.767, 0.893)
Blackbird	4	0.869 (0.822, 0.912)	0.719 (0.671, 0.771)	0.749 (0.689, 0.801)	0.857 (0.811, 0.900)
Bunting	3	0.932 (0.880, 0.972)	0.629 (0.585, 0.672)	0.681 (0.593, 0.762)	0.919 (0.869, 0.962)
Flycatcher	7	0.862 (0.835, 0.887)	0.800 (0.766, 0.833)	0.784 (0.753, 0.813)	0.817 (0.781, 0.849)
Sparrow	21	0.803 (0.785, 0.819)	0.723 (0.704, 0.739)	0.618 (0.597, 0.640)	0.812 (0.794, 0.830)
Tern	7	0.817 (0.784, 0.849)	0.705 (0.667, 0.740)	0.609 (0.567, 0.651)	0.714 (0.674, 0.751)