Photomove

This feature transforms a weekend-long organizational project into a 5-minute background task, ensuring your photo library is sorted by actual memories, not arbitrary file names.

: You define a "destination" root folder where the new, organized structure will be built. photomove

| Field | Work | Limitation | |-------|------|-------------| | Cinemagraph tools | Flixel, Plotagraph | Require video source + manual masking | | Video generation | Stable Video Diffusion | Generates full video, not localized looping | | Image animation | Meta’s Animated Drawings | Rigid objects only, not organic motion | | Loopable textures | Perlin noise, GAN-based | No semantic understanding of scene | This paper introduces , a system that transforms

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The boundary between still photography and videography continues to blur with advances in generative AI and computational photography. This paper introduces , a system that transforms static photographs into seamless, looping cinemagraphs—images containing localized, repeating motion. Unlike traditional cinemagraph tools that require manual masking and video input, PhotoMove accepts a single photograph and user-specified motion regions (e.g., water, hair, smoke). We propose a novel two-stage neural architecture: (1) a motion inpainting module that generates plausible future frames using a latent diffusion model conditioned on text prompts, and (2) a temporal consistency module that ensures seamless looping without visible artifacts. A user study (N=30) comparing PhotoMove against manual methods (Photoshop, Flixel) shows a 73% reduction in editing time while maintaining comparable aesthetic quality. We conclude by discussing applications in digital advertising, social media content creation, and interactive art. A user study (N=30) comparing PhotoMove against manual