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Songyan Zhang

3 accepted papers

2026

AutoMoT: A Unified Vision-Language-Action Model with Asynchronous Mixture -of-Transformers for End-to-End Autonomous Driving

ICML 2026poster

Integrating vision-language models (VLMs) into end-to-end (E2E) autonomous driving (AD) systems has shown promise in improving scene understanding. However, existing integration strategies suffer from several limitations: they either struggle to resolve distribution misalignment between reasoning an…

Cited by 0SourcecodeScholar
2025

POMATO: Marrying Pointmap Matching with Temporal Motions for Dynamic 3D Reconstruction

ICCV 2025poster

Recent approaches to 3D reconstruction in dynamic scenes primarily rely on the integration of separate geometry estimation and matching modules, where the latter plays a critical role in distinguishing dynamic regions and mitigating the interference caused by moving objects. Furthermore, the matchin…

2021

EDNet: Efficient Disparity Estimation With Cost Volume Combination and Attention-Based Spatial Residual

CVPR 2021poster

Existing state-of-the-art disparity estimation works mostly leverage the 4D concatenation volume and construct a very deep 3D convolution neural network (CNN) for disparity regression, which is inefficient due to the high memory consumption and slow inference speed. In this paper, we propose a netwo…

Cited by 23PDFScholar