notesum.ai

Published at December 9

Your Data Is Not Perfect: Towards Cross-Domain Out-of-Distribution Detection in Class-Imbalanced Data

cs.CV

Released Date: December 9, 2024

Authors: Xiang Fang¹, Arvind Easwaran¹, Blaise Genest², Ponnuthurai Nagaratnam Suganthan³

Aff.: ¹Nanyang Technological University, Singapore; ²CNRS and CNRS@CREATE, France and Singapore; ³Qatar University, Doha, Qatar

Arxiv: http://arxiv.org/pdf/2412.06284v1

Refer to caption

Models	R $\rightarrow$ C	R $\rightarrow$ S	R $\rightarrow$ P	C $\rightarrow$ R	C $\rightarrow$ S	C $\rightarrow$ P	S $\rightarrow$ R	S $\rightarrow$ C	S $\rightarrow$ P	P $\rightarrow$ C	P $\rightarrow$ S	P $\rightarrow$ R	Mean
MSP	28.75	30.14	28.76	10.03	24.11	21.76	12.93	19.54	20.17	14.26	10.76	11.29	19.38
ODIN	32.96	33.78	35.82	16.92	23.70	20.53	18.23	16.75	23.14	13.92	16.75	10.33	21.90
UAN	45.21	50.85	52.30	20.53	32.62	36.81	26.15	19.03	29.14	23.28	15.69	9.43	30.09
Energy	46.72	44.59	51.93	38.46	35.72	34.16	24.83	22.69	31.72	28.94	24.83	49.52	36.18
CMU	49.12	48.17	52.58	51.36	42.89	40.43	52.13	47.80	48.35	43.86	46.73	48.57	47.67
CIDER	50.96	50.37	54.82	48.99	47.32	51.94	55.36	40.83	51.42	44.17	48.32	51.96	49.71
ROS	54.17	52.03	56.49	71.24	56.50	59.31	70.52	52.28	60.74	45.59	50.97	57.86	57.31
STA	57.53	57.48	61.02	62.19	59.96	57.25	69.04	59.02	62.83	52.33	52.01	51.65	58.53
DANCE	60.28	59.93	65.86	70.82	58.53	60.32	73.77	62.40	68.19	56.31	59.17	64.28	63.32
OSBP	61.35	61.04	67.19	72.63	53.75	54.33	73.05	54.44	67.23	53.14	59.42	66.20	61.98
Ovanet	64.01	63.43	67.65	71.13	61.42	65.43	70.36	66.75	72.38	62.19	63.94	68.25	66.41
UASA	68.53	65.12	69.90	77.82	62.88	65.52	83.46	68.51	73.05	63.23	65.18	77.31	70.04