3 papers
TreeNet: A Light Weight Model for Low Bitrate Image Compression
Mahadev Prasad Panda, Purnachandra Rao Makkena, Srivatsa Prativadibhayankaram +2
Reducing computational complexity remains a critical challenge for the widespread adoption of learning-based image compression techniques. In this work, we propose TreeNet, a novel…
FovEx: Human-Inspired Explanations for Vision Transformers and Convolutional Neural Networks
Mahadev Prasad Panda, Matteo Tiezzi, Martina Vilas +3
Explainability in artificial intelligence (XAI) remains a crucial aspect for fostering trust and understanding in machine learning models. Current visual explanation techniques, su…
A Study on the Effect of Color Spaces in Learned Image Compression
Srivatsa Prativadibhayankaram, Mahadev Prasad Panda, Jürgen Seiler +4
In this work, we present a comparison between color spaces namely YUV, LAB, RGB and their effect on learned image compression. For this we use the structure and color based learned…