88 citations · 182 across the 4 of their papers we have counts for
4 papers
Simple Open-Vocabulary Object Detection with Vision Transformers
Matthias Minderer, Alexey Gritsenko, Austin Stone +11
Combining simple architectures with large-scale pre-training has led to massive improvements in image classification. For object detection, pre-training and scaling approaches are…
Global Self-Attention Networks for Image Recognition
Zhuoran Shen, Irwan Bello, Raviteja Vemulapalli +2
Recently, a series of works in computer vision have shown promising results on various image and video understanding tasks using self-attention. However, due to the quadratic compu…
Fast Video Object Segmentation using the Global Context Module
Yu Li, Zhuoran Shen, Ying Shan
We developed a real-time, high-quality semi-supervised video object segmentation algorithm. Its accuracy is on par with the most accurate, time-consuming online-learning model, whi…
Efficient Attention: Attention with Linear Complexities
Zhuoran Shen, Mingyuan Zhang, Haiyu Zhao +2
Dot-product attention has wide applications in computer vision and natural language processing. However, its memory and computational costs grow quadratically with the input size.…