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DCoAR: Deep Concept Injection into Unified Autoregressive Models for Personalized Text-to-Image Generation
Fangtai Wu, Mushui Liu, Weijie He +2
The unified autoregressive (AR) model excels at multimodal understanding and generation. However, its full potential in the domain of customized image generation has yet to be full…
DyST-XL: Dynamic Layout Planning and Content Control for Compositional Text-to-Video Generation
Weijie He, Mushui Liu, Yunlong Yu +2
Compositional text-to-video generation, which requires synthesizing dynamic scenes with multiple interacting entities and precise spatial-temporal relationships, remains a critical…
Hybrid Mask Generation for Infrared Small Target Detection with Single-Point Supervision
Weijie He, Mushui Liu, Yunlong Yu
Single-frame infrared small target (SIRST) detection poses a significant challenge due to the requirement to discern minute targets amidst complex infrared background clutter. In t…
SYNC-CLIP: Synthetic Data Make CLIP Generalize Better in Data-Limited Scenarios
Mushui Liu, Weijie He, Ziqian Lu +1
Prompt learning is a powerful technique for transferring Vision-Language Models (VLMs) such as CLIP to downstream tasks. However, the prompt-based methods that are fine-tuned solel…