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Shiyin Jiang

3 accepted papers

2026

Differentiable Vector Quantization for Rate-Distortion Optimization of Generative Image Compression

CVPR 2026

The rapid growth of visual data under stringent storage and bandwidth constraints makes extremely low-bitrate image compression increasingly important. While Vector Quantization (VQ) offers strong structural fidelity, existing methods lack a principled mechanism for joint rate-distortion (RD) optimi

Cited by 0SourcecodeScholar
2026

IDESplat: Iterative Depth Probability Estimation for Generalizable 3D Gaussian Splatting

CVPR 2026

Generalizable 3D Gaussian Splatting aims to directly predict Gaussian parameters using a feed-forward network for scene reconstruction. Among these parameters, Gaussian means are particularly difficult to predict, so depth is usually estimated first and then unprojected to obtain the Gaussian sphere

Cited by 0SourcecodeScholar
2024

Causal Context Adjustment Loss for Learned Image Compression

NeurIPS 2024poster

In recent years, learned image compression (LIC) technologies have surpassed conventional methods notably in terms of rate-distortion (RD) performance. Most present learned techniques are VAE-based with an autoregressive entropy model, which obviously promotes the RD performance by utilizing the dec…