Author

Wenguan Wang

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Sep 2026

Dynamic in Static: Hybrid Visual Correspondence for Self-Supervised Video Object Segmentation.

Conventional video object segmentation (VOS) methods usually necessitate a substantial volume of pixel-level annotated video data for fully supervised learning. In this paper, we present HVC, a hybrid static-dynamic visual correspondence framework for self-supervised VOS. HVC extracts pseudo-dynamic signals from static...

Ya-Zhou Yao, Gen-Sheng Pei, Jian-Bo Jiao et al. · IEEE Transactions on Pattern... · 0 citations

Preprint Aug 2026

Cut-ViT: Task-Specific Model Pruning via Gram Anchoring Subspace Consistency

This work proposes a task-specific pruning pipeline, named Cut-ViT, which first construct gram anchoring matrices from both spatial and semantic perspectives, and performs the subspace decomposition to extract the corresponding subspace bases.

Jianjian Yin, Liulei Li, Tao Chen et al. · 1 citation

Preprint Jul 2026

Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation

LaMem-VLA is introduced, a latent-memory-native framework that reconstructs historical experience into latent memory tokens and directly interweaves them with VLA reasoning, and enables memory to directly participate in VLA reasoning and guide action generation under a bounded context.

Hongyu Qu, Jianzhe Gao, Xiaobin Hu et al. · 1 citation