849 citations · 2k across the 67 of their papers we have counts for
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3 papers · 1 filter
cs.CR2017★ 70 cited
Towards Practical Verification of Machine Learning: The Case of Computer Vision Systems
Kexin Pei, Linjie Zhu, Yinzhi Cao +3
Due to the increasing usage of machine learning (ML) techniques in security- and safety-critical domains, such as autonomous systems and medical diagnosis, ensuring correct behavio…
cs.CV2017★ 68 cited
See, Hear, and Read: Deep Aligned Representations
Yusuf Aytar, Carl Vondrick, Antonio Torralba
We capitalize on large amounts of readily-available, synchronous data to learn a deep discriminative representations shared across three major natural modalities: vision, sound and…
cs.CV2017★ 18 cited
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual Actions
Chunhui Gu, Chen Sun, David A. Ross +9
This paper introduces a video dataset of spatio-temporally localized Atomic Visual Actions (AVA). The AVA dataset densely annotates 80 atomic visual actions in 430 15-minute video…