Ardhendu Shekhar Tripathi — accepted AI-conference papers

2022

Transform Your Smartphone into a DSLR Camera: Learning the ISP in the Wild

Ardhendu Shekhar Tripathi, Martin Danelljan, Samarth Shukla, Radu Timofte, Luc Van Gool

ECCV 2022poster

"We propose a trainable Image Signal Processing (ISP) framework that produces DSLR quality images given RAW images captured by a smartphone. To address the color misalignments between training image pairs, we employ a color-conditional ISP network and optimize a novel parametric color mapping betwee…

Cited by 17 Source ↗PDF ↗code ↗Scholar ↗

2021

Fast Few-Shot Classification by Few-Iteration Meta-Learning

Ardhendu Shekhar Tripathi, Martin Danelljan, Luc Van Gool, Radu Timofte

ICRA 2021poster

Autonomous agents interacting with the real world need to learn new concepts efficiently and reliably. This requires learning in a low-data regime, which is a highly challenging problem. We address this task by introducing a fast optimization-based meta-learning method for few-shot classification. I…

Cited by 9 Source ↗code ↗Scholar ↗