94 citations · 261 across the 15 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.CV2022
Quantifying and Learning Static vs. Dynamic Information in Deep Spatiotemporal Networks
Matthew Kowal, Mennatullah Siam, Md Amirul Islam +3
There is limited understanding of the information captured by deep spatiotemporal models in their intermediate representations. For example, while evidence suggests that action rec…
cs.CV2022★ 3 cited
A Deeper Dive Into What Deep Spatiotemporal Networks Encode: Quantifying Static vs. Dynamic Information
Matthew Kowal, Mennatullah Siam, Md Amirul Islam +3
Deep spatiotemporal models are used in a variety of computer vision tasks, such as action recognition and video object segmentation. Currently, there is a limited understanding of…