most citedCharacterShot: Controllable and Consistent 4D Character Animation

1 citations · 2 across the 6 of their papers we have counts for

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cs.CV2026

MegaStyle++: Scaling Image Style Space through Hierarchical Style Definition

Junyao Gao, Sibo Liu, Jiaxing Li +4

Image style is a highly abstract, human-constructed concept shaped by a range of visual factors and intrinsically entangled with content, yet a unified and explicit definition of i…

cs.CV2026

SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation

Juncheng Ma, Yuxuan Du, Yanan Sun +8

Diffusion Transformers (DiTs) have significantly advanced audio-driven portrait animation, but their high computational cost leads to substantial inference latency. Although traini…

cs.CV20261 cited

MegaStyle: Constructing Diverse and Scalable Style Dataset via Consistent Text-to-Image Style Mapping

Junyao Gao, Sibo Liu, Jiaxing Li +6

In this paper, we introduce MegaStyle, a novel and scalable data curation pipeline that constructs an intra-style consistent, inter-style diverse and high-quality style dataset. We…

cs.CV20251 cited

CharacterShot: Controllable and Consistent 4D Character Animation

Junyao Gao, Jiaxing Li, Wenran Liu +5

In this paper, we propose \textbf{CharacterShot}, a controllable and consistent 4D character animation framework that enables any individual designer to create dynamic 3D character…

cs.CV2024

StyleShot: A Snapshot on Any Style

Junyao Gao, Yanchen Liu, Yanan Sun +4

In this paper, we show that, a good style representation is crucial and sufficient for generalized style transfer without test-time tuning. We achieve this through constructing a s…