Survey on Visual Signal Coding and Processing with Generative Models: Technologies, Standards and Optimization
This paper provides a survey of the latest developments in visual signal coding and
processing with generative models. Specifically, our focus is on presenting the advancement …
processing with generative models. Specifically, our focus is on presenting the advancement …
A training-free defense framework for robust learned image compression
We study the robustness of learned image compression models against adversarial attacks
and present a training-free defense technique based on simple image transform functions …
and present a training-free defense technique based on simple image transform functions …
SLIC: Secure Learned Image Codec through Compressed Domain Watermarking to Defend Image Manipulation
The digital image manipulation and advancements in Generative AI, such as Deepfake, has
raised significant concerns regarding the authenticity of images shared on social media …
raised significant concerns regarding the authenticity of images shared on social media …
[HTML][HTML] A Secure Learned Image Codec for Authenticity Verification via Self-Destructive Compression
In the era of deepfakes and AI-generated content, digital image manipulation poses
significant challenges to image authenticity, creating doubts about the credibility of images …
significant challenges to image authenticity, creating doubts about the credibility of images …
Att2CPC: Attention-Guided Lossy Attribute Compression of Point Clouds
With the great progress of 3D sensing and acquisition technology, the volume of point cloud
data has grown dramatically, which urges the development of efficient point cloud …
data has grown dramatically, which urges the development of efficient point cloud …
On the Adversarial Robustness of Learning-based Image Compression Against Rate-Distortion Attacks
Despite demonstrating superior rate-distortion (RD) performance, learning-based image
compression (LIC) algorithms have been found to be vulnerable to malicious perturbations …
compression (LIC) algorithms have been found to be vulnerable to malicious perturbations …