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20242026
most citedOn the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective

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

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cs.CV2026

Rethinking and Red-Teaming Protective Perturbation in Personalized Diffusion Models

Yixin Liu, Ruoxi Chen, Xun Chen +1

Personalized diffusion models (PDMs) have become prominent for adapting pre-trained text-to-image models to generate images of specific subjects using minimal training data. Howeve…

cs.CV2025

MultiRef: Controllable Image Generation with Multiple Visual References

Ruoxi Chen, Dongping Chen, Siyuan Wu +6

Visual designers naturally draw inspiration from multiple visual references, combining diverse elements and aesthetic principles to create artwork. However, current image generativ…

cs.CV2025

Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment

Dongping Chen, Ruoxi Chen, Shu Pu +8

Many real-world user queries (e.g. "How do to make egg fried rice?") could benefit from systems capable of generating responses with both textual steps with accompanying images, si…

cs.CV2024

Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Haojie Zheng, Tianyang Xu, Hanchi Sun +3

Multimodal large language models (MLLMs) have advanced the integration of visual and linguistic modalities, establishing themselves as the dominant paradigm for visual-language tas…

cs.CV2024

Mora: Enabling Generalist Video Generation via A Multi-Agent Framework

Zhengqing Yuan, Yixin Liu, Yihan Cao +10

Text-to-video generation has made significant strides, but replicating the capabilities of advanced systems like OpenAI Sora remains challenging due to their closed-source nature.…

cs.CV2024

Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models

Yixin Liu, Kai Zhang, Yuan Li +9

Sora is a text-to-video generative AI model, released by OpenAI in February 2024. The model is trained to generate videos of realistic or imaginative scenes from text instructions…