activity
20162022
most citedSimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning

233 citations · 375 across the 8 of their papers we have counts for

collaborators

17 papers

cs.CV20225 cited

Hindsight is 20/20: Leveraging Past Traversals to Aid 3D Perception

Yurong You, Katie Z Luo, Xiangyu Chen +6

Self-driving cars must detect vehicles, pedestrians, and other traffic participants accurately to operate safely. Small, far-away, or highly occluded objects are particularly chall…

cs.CV2020

Wasserstein Distances for Stereo Disparity Estimation

Divyansh Garg, Yan Wang, Bharath Hariharan +3

Existing approaches to depth or disparity estimation output a distribution over a set of pre-defined discrete values. This leads to inaccurate results when the true depth or dispar…

cs.CV202013 cited

Train in Germany, Test in The USA: Making 3D Object Detectors Generalize

Yan Wang, Xiangyu Chen, Yurong You +5

In the domain of autonomous driving, deep learning has substantially improved the 3D object detection accuracy for LiDAR and stereo camera data alike. While deep networks are great…

cs.CV20209 cited

End-to-End Pseudo-LiDAR for Image-Based 3D Object Detection

Rui Qian, Divyansh Garg, Yan Wang +6

Reliable and accurate 3D object detection is a necessity for safe autonomous driving. Although LiDAR sensors can provide accurate 3D point cloud estimates of the environment, they…

cs.LG202016 cited

Revisiting Meta-Learning as Supervised Learning

Wei-Lun Chao, Han-Jia Ye, De-Chuan Zhan +2

Recent years have witnessed an abundance of new publications and approaches on meta-learning. This community-wide enthusiasm has sparked great insights but has also created a pleth…

cs.CV20206 cited

Visual Question Answering on 360° Images

Shih-Han Chou, Wei-Lun Chao, Wei-Sheng Lai +2

In this work, we introduce VQA 360, a novel task of visual question answering on 360 images. Unlike a normal field-of-view image, a 360 image captures the entire visual content aro…