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Hengyu Man

4 accepted papers

2026

Hyperbolic Hierarchical Alignment Reasoning Network for Text-3D Retrieval

AAAI 2026technical

With the daily influx of 3D data on the internet, text-3D retrieval has gained increasing attention. However, current methods face two major challenges: Hierarchy Representation Collapse (HRC) and Redundancy-Induced Saliency Dilution (RISD). HRC compresses abstract-to-specific and whole-to-part hier

Cited by 0SourcePDFScholar
2026

MRT: Learning Compact Representations with Mixed RWKV-Transformer for Extreme Image Compression

AAAI 2026technical

Recent advances in extreme image compression have revealed that mapping pixel data into highly compact latent representations can significantly improve coding efficiency. However, most existing methods compress images into 2-D latent spaces via convolutional neural networks (CNNs) or Swin Transforme

Cited by 0SourcePDFScholar
2026

T-GVC: Trajectory-Guided Generative Video Coding at Ultra-Low Bitrates

AAAI 2026technical

Recent advances in video generation techniques have given rise to an emerging paradigm of generative video coding for Ultra-Low Bitrate (ULB) scenarios by leveraging powerful generative priors. However, most existing methods are limited by domain specificity (e.g., facial or human videos) or excessi

Cited by 0SourcePDFScholar
2025

Hyperbolic-Constraint Point Cloud Reconstruction from Single RGB-D Images

AAAI 2025technical

Reconstructing desired objects and scenes has long been a primary goal in 3D computer vision. Single-view point cloud reconstruction has become a popular technique due to its low cost and accurate results. However, single-view reconstruction methods often rely on expensive CAD models and complex geo…

Cited by 0SourcePDFScholar