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cs.CV2026

MobileSAM2: Lightweight Segment Anything for Spatial Intelligence

Kai Jiang, Jiaxing Huang, Jingyi Zhang +5

The paper introduces MobileSAM2, a lightweight version of the SAM2 segmentation model designed for mobile devices, using hypergraph-based knowledge distillation to transfer tempora…

cs.CV2026

PRPO: Perception-Reinforced Policy Optimization via Token-Level Dynamic Advantage Reshaping

Qiming Li, Tianlun Li, Xiaolong Cheng +5

Reinforcement Learning with Verifiable Rewards (RLVR) has become an effective paradigm for improving the reasoning capability of Large Vision-Language Models (LVLMs). However, exis…

cs.CV2026

ABot-OCR Technical Report

Kaitao Jiang, Ruiyan Gong, Xiaolong Cheng +3

We introduce ABot-OCR, an end-to-end vision-language model that transcribes a page image directly into clean Markdown in a single forward pass. By doing so, our approach completely…

cs.CV2024

A Survey on Vision Autoregressive Model

Kai Jiang, Jiaxing Huang

Autoregressive models have demonstrated great performance in natural language processing (NLP) with impressive scalability, adaptability and generalizability. Inspired by their not…

cs.CV2024

Open-Vocabulary Object Detection via Language Hierarchy

Jiaxing Huang, Jingyi Zhang, Kai Jiang +1

Recent studies on generalizable object detection have attracted increasing attention with additional weak supervision from large-scale datasets with image-level labels. However, we…

cs.CV2024

DA-BEV: Unsupervised Domain Adaptation for Bird's Eye View Perception

Kai Jiang, Jiaxing Huang, Weiying Xie +3

Camera-only Bird's Eye View (BEV) has demonstrated great potential in environment perception in a 3D space. However, most existing studies were conducted under a supervised setup w…