most citedOne Framework to Rule Them All: Unifying Multimodal Tasks with LLM Neural-Tuning

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cs.CV2026

SAM+D: Parameter-Efficient Dimensional Lifting of SAM-Family Models via Depth-Routed LoRA and Depth Shifting

Yu Song, Hao Sun, Shiyu Teng +2

Existing methods for adapting 2D foundation models such as SAM to 3D volumes either process slices independently---ignoring inter-slice context---or require substantial architectur…

cs.CV2024★ 1 cited

One Framework to Rule Them All: Unifying Multimodal Tasks with LLM Neural-Tuning

Hao Sun, Yu Song, Jiaqing Liu +3

Large-scale models have exhibited remarkable capabilities across diverse domains, including automated medical services and intelligent customer support. However, as most large mode…

cs.CV2024

Robust Latent Representation Tuning for Image-text Classification

Hao Sun, Yu Song

Large models have demonstrated exceptional generalization capabilities in computer vision and natural language processing. Recent efforts have focused on enhancing these models wit…