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20232026
most citedVideo Understanding with Large Language Models: A Survey

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

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9 papers · 1 filter

cs.CV2026

TDMM-LM: Bridging Facial Understanding and Animation via Language Models

Luchuan Song, Pinxin Liu, Haiyang Liu +7

Text-guided human body animation has advanced rapidly, yet facial animation lags due to the scarcity of well-annotated, text-paired facial corpora. To close this gap, we leverage f…

cs.CV2025

MMPerspective: Do MLLMs Understand Perspective? A Comprehensive Benchmark for Perspective Perception, Reasoning, and Robustness

Yolo Y. Tang, Pinxin Liu, Zhangyun Tan +11

Understanding perspective is fundamental to human visual perception, yet the extent to which multimodal large language models (MLLMs) internalize perspective geometry remains uncle…

cs.CV2025

Intentional Gesture: Deliver Your Intentions with Gestures for Speech

Pinxin Liu, Haiyang Liu, Luchuan Song +2

When humans speak, gestures help convey communicative intentions, such as adding emphasis or describing concepts. However, current co-speech gesture generation methods rely solely…

cs.CV2025

GestureLSM: Latent Shortcut based Co-Speech Gesture Generation with Spatial-Temporal Modeling

Pinxin Liu, Luchuan Song, Junhua Huang +3

Generating full-body human gestures based on speech signals remains challenges on quality and speed. Existing approaches model different body regions such as body, legs and hands s…

cs.CV2024

TextToon: Real-Time Text Toonify Head Avatar from Single Video

Luchuan Song, Lele Chen, Celong Liu +2

We propose TextToon, a method to generate a drivable toonified avatar. Given a short monocular video sequence and a written instruction about the avatar style, our model can genera…

cs.CV2024

Adaptive Super Resolution For One-Shot Talking-Head Generation

Luchuan Song, Pinxin Liu, Guojun Yin +1

The one-shot talking-head generation learns to synthesize a talking-head video with one source portrait image under the driving of same or different identity video. Usually these m…

cs.CV2024

GaussianStyle: Gaussian Head Avatar via StyleGAN

Pinxin Liu, Luchuan Song, Daoan Zhang +5

Existing methods like Neural Radiation Fields (NeRF) and 3D Gaussian Splatting (3DGS) have made significant strides in facial attribute control such as facial animation and compone…

cs.CV2024

Tri-plane: Thinking Head Avatar via Feature Pyramid

Luchuan Song, Pinxin Liu, Lele Chen +2

Recent years have witnessed considerable achievements in facial avatar reconstruction with neural volume rendering. Despite notable advancements, the reconstruction of complex and…

cs.CV2023★ 8 cited

Video Understanding with Large Language Models: A Survey

Yolo Y. Tang, Jing Bi, Siting Xu +17

With the burgeoning growth of online video platforms and the escalating volume of video content, the demand for proficient video understanding tools has intensified markedly. Given…