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Shiyu Tang

4 accepted papers

2026

Residual Decoding: Mitigating Hallucinations in Large Vision-Language Models via History-Aware Residual Guidance

CVPR 2026

Large Vision-Language Models (LVLMs) can reason from image-text inputs and perform well in various multimodal tasks. Despite this success, they are affected by language priors and often produce hallucinations. Hallucinations denote generated content that is grammatically and syntactically coherent,

Cited by 0SourceScholar
2025

HunyuanPortrait: Implicit Condition Control for Enhanced Portrait Animation

CVPR 2025poster

We introduce HunyuanPortrait, a diffusion-based condition control method that employs implicit representations for highly controllable and lifelike portrait animation. Given a single portrait image as an appearance reference and video clips as driving templates, HunyuanPortrait can animate the chara…

2023

Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization

CVPR 2023poster

Adversarial training has been demonstrated to be one of the most effective remedies for defending adversarial examples, yet it often suffers from the huge robustness generalization gap on unseen testing adversaries, deemed as the adversarially robust generalization problem. Despite the preliminary u…

Cited by 40SourcePDFScholar
2021

Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World

CVPR 2021poster

Deep learning models are vulnerable to adversarial examples. As a more threatening type for practical deep learning systems, physical adversarial examples have received extensive research attention in recent years. However, without exploiting the intrinsic characteristics such as model-agnostic and…

Cited by 255PDFcodeScholar