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Kangsheng Yin

3 accepted papers

2025

Privacy-Shielded Image Compression: Defending Against Exploitation from Vision-Language Pretrained Models

ICML 2025poster

The improved semantic understanding of vision-language pretrained (VLP) models has made it increasingly difficult to protect publicly posted images from being exploited by search engines and other similar tools. In this context, this paper seeks to protect users' privacy by implementing defenses at…

Cited by 0SourcePDFScholar
2025

Unified Coding for Both Human Perception and Generalized Machine Analytics with CLIP Supervision

AAAI 2025technical

The image compression model has long struggled with adaptability and generalization, as the decoded bitstream typically serves only human or machine needs and fails to preserve information for unseen visual tasks. Therefore, this paper innovatively introduces supervision obtained from multimodal pre…

2024

Image Coding for Analytics via Adversarially Augmented Adaptation

ICASSP 2024accepted

Image Coding for Machine (ICM) aims to compress an image so that the reconstructed one can meet the requirements of both human vision and machine vision. Existing methods apply the constraint from the downstream models to improve machine analytics performance while compromising the visual quality. T…

Cited by 0SourceScholar