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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.CV2026
Drag within Prior Distribution: Text-Conditioned Point-Based Image Editing within Distribution Constraints
Haoyang Hu, Masataka Seo, Yen-Wei Chen
Diffusion-based point editing methods have gained significant traction in image editing tasks due to their ability to manipulate image semantics and fine details by applying locali…