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Brandon Yang

2 accepted papers

2020

Streaming Object Detection for 3-D Point Clouds

ECCV 2020poster

Autonomous vehicles operate in a dynamic environment, where the speed with which a vehicle can perceive and react impacts the safety and efficacy of the system. LiDAR provides a central and prominent sensory modality that informs many existing perceptual systems including object detection, segmentat…

2019

CondConv: Conditionally Parameterized Convolutions for Efficient Inference

NeurIPS 2019poster

Convolutional layers are one of the basic building blocks of modern deep neural networks. One fundamental assumption is that convolutional kernels should be shared for all examples in a dataset. We propose conditionally parameterized convolutions (CondConv), which learn specialized convolutional ker…