activity
20242026
most citedSmartMem: Layout Transformation Elimination and Adaptation for Efficient DNN Execution on Mobile

11 citations · 11 across the 14 of their papers we have counts for

collaborators
Showing cs.CVShow all

5 papers · 1 filter

cs.CV2026

Gaussians on a Diet: High-Quality Memory-Bounded 3D Gaussian Splatting Training

Yangming Zhang, Jian Xu, Chaojian Li +7

3D Gaussian Splatting (3DGS) has revolutionized novel view synthesis with high-quality rendering through continuous aggregations of millions of 3D Gaussian primitives. However, it…

cs.CV2026

Event-VStream: Event-Driven Real-Time Understanding for Long Video Streams

Zhenghui Guo, Yuanbin Man, Junyuan Sheng +8

Real-time understanding of long video streams remains challenging for multimodal large language models (VLMs) due to redundant frame processing and rapid forgetting of past context…

cs.CV2025

AdaRing: Towards Ultra-Light Vision-Language Adaptation via Cross-Layer Tensor Ring Decomposition

Ying Huang, Yuanbin Man, Wenqi Jia +3

Adapter-based fine-tuning has gained remarkable attention in adapting large pre-trained vision language models (VLMs) for a wide range of downstream tasks efficiently. In this para…

cs.CV2024

AdaCM: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction

Yuanbin Man, Ying Huang, Chengming Zhang +3

The advancements in large language models (LLMs) have propelled the improvement of video understanding tasks by incorporating LLMs with visual models. However, most existing LLM-ba…

cs.CV2024

GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting

Yangming Zhang, Wenqi Jia, Wei Niu +1

3D Gaussian Splatting (3DGS) has emerged as a mainstream for novel view synthesis, leveraging continuous aggregations of Gaussian functions to model scene geometry. However, 3DGS s…