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该论文提出了一种将预训练的栅格扫描自回归图像模型转换为任意顺序生成器的方法,通过未来感知位置嵌入和顺序课程学习,以极低的额外计算开销实现图像补全、外扩和编辑,同时保持与标准AR推理生态的兼容性。
MeshyAI teased a new "Meshy Edit" feature that adds 3D inpainting, letting users select a region of a 3D model and describe the change they want made.
ICI-Time is a novel framework that reframes time series forecasting as a visual inpainting task, leveraging large vision models to enable adaptable forecasting without fine-tuning or architectural changes.
MiniMax-H3-Fun-Controlnet-Union is a unified ControlNet model for the MiniMax-H3 video generator, enabling control with various conditions like Canny, Depth, HED, MLSD, Pose, and video inpainting.
This paper proposes using generative inpainting to create photorealistic perturbations for LIME, improving the quality of explanations by avoiding out-of-distribution artifacts common in traditional occlusion methods.
Recommend 5 open-source local image processing tools: rembg for background removal, Upscayl for HD upscaling, IOPaint for content removal, Real-ESRGAN for super-resolution, and GFPGAN for face restoration. All free, offline, no server upload.
Jordi Pons announces Stable Audio 3, a family of open-weight models for generating instrumental music and sound effects, supporting fast generation and editing on licensed audio.
Proposes TAP, a tabular augmentation policy that couples diffusion inpainting with a learner-conditioned policy to improve downstream model performance under data scarcity, outperforming strong baselines on real-world datasets.
This paper analyzes zero-shot conditional sampling with pretrained diffusion models for linear inverse problems, providing information-theoretic guarantees and proposing a projected-Langevin initialization method.
Netflix releases VOID, a video inpainting model that removes objects from videos while realistically simulating physical interactions (e.g., objects falling when a person is removed), built on CogVideoX and fine-tuned with interaction-aware quadmask conditioning.