27 citations · 37 across the 8 of their papers we have counts for
3 papers · 1 filter
Input-Adaptive Gating of a Dehazing Front-End for On-Device Perception in Smoke-Obscured Environments
Seongjun Kang, Ishaan Garg, Vishnu Bharadwaj
Two-stage vision pipelines often place an enhancement network before a task network, on the assumption that a cleaner input produces a better output. We evaluate this in a firefigh…
Revealing the Utilized Rank of Subspaces of Learning in Neural Networks
Isha Garg, Christian Koguchi, Eshan Verma +1
In this work, we study how well the learned weights of a neural network utilize the space available to them. This notion is related to capacity, but additionally incorporates the i…
A Low Effort Approach to Structured CNN Design Using PCA
Isha Garg, Priyadarshini Panda, Kaushik Roy
Deep learning models hold state of the art performance in many fields, yet their design is still based on heuristics or grid search methods that often result in overparametrized ne…