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Caixia Yan

6 accepted papers

2026

AnyID: Ultra-Fidelity Universal Identity-Preserving Video Generation from Any Visual References

CVPR 2026

Identity-preserving video generation offers powerful tools for creative expression, allowing users to customize videos featuring their beloved characters. However, prevailing methods are typically designed and optimized for a single identity reference. This underlying assumption restricts creative f

Cited by 0SourcecodeScholar
2025

EchoShot: Multi-Shot Portrait Video Generation

NeurIPS 2025poster

Video diffusion models substantially boost the productivity of artistic workflows with high-quality portrait video generative capacity. However, prevailing pipelines are primarily constrained to single-shot creation, while real-world applications urge for multiple shots with identity consistency and…

Cited by 0SourcecodeScholar
2025

SpotActor: Training-Free Layout-Controlled Consistent Image Generation

AAAI 2025technical

Text-to-image diffusion models significantly enhance the efficiency of artistic creation with high-fidelity image generation. However, in typical application scenarios like comic book production, they can neither place each subject into its expected spot nor maintain the consistent appearance of eac…

Cited by 2SourcePDFScholar
2024

Masked Distillation Advances Self-Supervised Transformer Architecture Search

ICLR 2024poster

Transformer architecture search (TAS) has achieved remarkable progress in automating the neural architecture design process of vision transformers. Recent TAS advancements have discovered outstanding transformer architectures while saving tremendous labor from human experts. However, it is still cum…

Cited by 2SourcePDFScholar
2024

OneActor: Consistent Subject Generation via Cluster-Conditioned Guidance

NeurIPS 2024poster

Text-to-image diffusion models benefit artists with high-quality image generation. Yet their stochastic nature hinders artists from creating consistent images of the same subject. Existing methods try to tackle this challenge and generate consistent content in various ways. However, they either depe…

2024

SAUI: Scale-Aware Unseen Imagineer for Zero-Shot Object Detection

AAAI 2024technical

Zero-shot object detection (ZSD) aims to localize and classify unseen objects without access to their training annotations. As a prevailing solution to ZSD, generation-based methods synthesize unseen visual features by taking seen features as reference and class semantic embeddings as guideline. Alt…

Cited by 4SourcePDFScholar