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Timing Yang

3 accepted papers

2026

RNN as Linear Transformer: A Closer Investigation into Representational Potentials of Visual Mamba Models

CVPR 2026

Mamba, originally introduced for language modeling, has recently garnered attention as an effective backbone for vision tasks. However, its underlying mechanism in visual domains remains poorly understood. In this work, we systematically investigate Mamba's representational properties and make three

Cited by 0SourcecodeScholar
2025

Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency

CVPR 2025poster

In this work, we introduce the Adventurer series models where we treat images as sequences of patch tokens and employ uni-directional language models to learn visual representations. This modeling paradigm allows us to process images in a recurrent formulation with linear complexity relative to the…

Cited by 0SourcePDFScholar
2024

ImOV3D: Learning Open Vocabulary Point Clouds 3D Object Detection from Only 2D Images

NeurIPS 2024poster

Open-vocabulary 3D object detection (OV-3Det) aims to generalize beyond the limited number of base categories labeled during the training phase. The biggest bottleneck is the scarcity of annotated 3D data, whereas 2D image datasets are abundant and richly annotated. Consequently, it is intuitive to…