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Published at December 4

Expanding Event Modality Applications through a Robust CLIP-Based Encoder

cs.CV

Released Date: December 4, 2024

Authors: Sungheon Jeong¹, Hanning Chen, Sanggeon Yun, Suhyeon Cho, Wenjun Huang, Xiangjian Liu, Mohsen Imani

Aff.: ¹University of California, Irvine

Arxiv: http://arxiv.org/pdf/2412.03093v1

Refer to caption

	N-ImageNet			N-Caltech101			N-MNIST
	EventCLIP	EventBind	Ours	EventCLIP	EventBind	Ours	EventCLIP	EventBind	Ours
0-shot	22.74	11.52	37.9	58.82	61.8	66.34	48.72	56.81	46.95
1-shot	25.39	17.6	44.3	75.82	74.96	79.43	74.62	74.64	69.43
2-shot	29.44	21.7	45.91	78.86	79.78	81.91	82.78	82.89	83.33
5-shot	35.43	28.1	50.4	83.57	84.49	85.01	93.78	94.44	94.23