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20222026
most citedEfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction

36 citations · 39 across the 10 of their papers we have counts for

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7 papers · 1 filter

cs.CV2025

Addressing the ID-Matching Challenge in Long Video Captioning

Zhantao Yang, Huangji Wang, Ruili Feng +6

Generating captions for long and complex videos is both critical and challenging, with significant implications for the growing fields of text-to-video generation and multi-modal u…

cs.CV2025

TesserAct: Learning 4D Embodied World Models

Haoyu Zhen, Qiao Sun, Hongxin Zhang +4

This paper presents an effective approach for learning novel 4D embodied world models, which predict the dynamic evolution of 3D scenes over time in response to an embodied agent's…

cs.CV2024

LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences

Hongyan Zhi, Peihao Chen, Junyan Li +6

Research on 3D Vision-Language Models (3D-VLMs) is gaining increasing attention, which is crucial for developing embodied AI within 3D scenes, such as visual navigation and embodie…

cs.CV2024

FlexAttention for Efficient High-Resolution Vision-Language Models

Junyan Li, Delin Chen, Tianle Cai +5

Current high-resolution vision-language models encode images as high-resolution image tokens and exhaustively take all these tokens to compute attention, which significantly increa…

cs.CV2024★ 1 cited

MultiPLY: A Multisensory Object-Centric Embodied Large Language Model in 3D World

Yining Hong, Zishuo Zheng, Peihao Chen +3

Human beings possess the capability to multiply a melange of multisensory cues while actively exploring and interacting with the 3D world. Current multi-modal large language models…

cs.CV2023★ 2 cited

CoVLM: Composing Visual Entities and Relationships in Large Language Models Via Communicative Decoding

Junyan Li, Delin Chen, Yining Hong +4

A remarkable ability of human beings resides in compositional reasoning, i.e., the capacity to make "infinite use of finite means". However, current large vision-language foundatio…

cs.CV2022★ 36 cited

EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction

Han Cai, Junyan Li, Muyan Hu +2

High-resolution dense prediction enables many appealing real-world applications, such as computational photography, autonomous driving, etc. However, the vast computational cost ma…