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Can Tian

3 accepted papers

2026

LSADS-Gaussian: Gaussian Splatting for Large-Scale Autonomous Driving Scene Reconstruction

ICRA 2026poster

The rapid advancement of 3D scene understanding techniques presents a significant opportunity for enhancing autonomous driving simulation systems. As these systems are increasingly required to operate in complex, large-scale, and unbounded real-world environments, efficient and high-fidelity 3D reco…

Cited by 0Scholar
2025

Noisy Correspondence Rectification via Asymmetric Similarity Learning

AAAI 2025technical

Cross-modal matching shows enormous potential to recognize objects across different sensory modalities, which is fundamental to numerous visual-language tasks like image-text retrieval and visual captioning. Existing works generally rely on massive and well-aligned data pairs for model training. Unf…

Cited by 0SourcePDFScholar
2024

Unifying Homophily and Heterophily for Spectral Graph Neural Networks via Triple Filter Ensembles

NeurIPS 2024poster

Polynomial-based learnable spectral graph neural networks (GNNs) utilize polynomial to approximate graph convolutions and have achieved impressive performance on graphs. Nevertheless, there are three progressive problems to be solved. Some models use polynomials with better approximation for approxi…

Cited by 0SourcePDFScholar