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Shinan Liu

3 accepted papers

2026

PulseMind: A Multi-Modal Medical Model for Real-World Clinical Diagnosis

AAAI 2026technical

Recent advances in medical multi-modal models focus on specialized image analysis like dermatology, pathology, or radiology. However, they do not fully capture the complexity of real-world clinical diagnostics, which involve heterogeneous inputs and require ongoing contextual understanding during pa

Cited by 0SourcePDFScholar
2021

GroupFormer: Group Activity Recognition With Clustered Spatial-Temporal Transformer

ICCV 2021poster

Group activity recognition is a crucial yet challenging problem, whose core lies in fully exploring spatial-temporal interactions among individuals and generating reasonable group representations. However, previous methods either model spatial and temporal information separately, or directly aggrega…

Cited by 157PDFcodeScholar
2020

Rethinking Pseudo-LiDAR Representation

ECCV 2020poster

The recently proposed pseudo-LiDAR based 3D detectors greatly improves the benchmark of monocular/stereo 3D detection task. However, the underlying mechanism is still obscure to the research community. In this paper, we perform an in-depth investigation and observe that the pseudo-LiDAR representati…