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Motion-i2v: Consistent and controllable image-to-video generation with explicit motion modeling
We introduce Motion-I2V, a novel framework for consistent and controllable text-guided
image-to-video generation (I2V). In contrast to previous methods that directly learn the …
image-to-video generation (I2V). In contrast to previous methods that directly learn the …
4real: Towards photorealistic 4d scene generation via video diffusion models
Existing dynamic scene generation methods mostly rely on distilling knowledge from pre-
trained 3D generative models, which are typically fine-tuned on synthetic object datasets. As …
trained 3D generative models, which are typically fine-tuned on synthetic object datasets. As …
Motionbooth: Motion-aware customized text-to-video generation
In this work, we present MotionBooth, an innovative framework designed for animating
customized subjects with precise control over both object and camera movements. By …
customized subjects with precise control over both object and camera movements. By …
Animate your motion: Turning still images into dynamic videos
In recent years, diffusion models have made remarkable strides in text-to-video generation,
sparking a quest for enhanced control over video outputs to more accurately reflect user …
sparking a quest for enhanced control over video outputs to more accurately reflect user …
Chattracker: Enhancing visual tracking performance via chatting with multimodal large language model
Y Sun, F Yu, S Chen, Y Zhang… - Advances in …, 2025 - proceedings.neurips.cc
Visual object tracking aims to locate a targeted object in a video sequence based on an
initial bounding box. Recently, Vision-Language~(VL) trackers have proposed to utilize …
initial bounding box. Recently, Vision-Language~(VL) trackers have proposed to utilize …
Cami2v: Camera-controlled image-to-video diffusion model
Recently, camera pose, as a user-friendly and physics-related condition, has been
introduced into text-to-video diffusion model for camera control. However, existing methods …
introduced into text-to-video diffusion model for camera control. However, existing methods …
Easycontrol: Transfer controlnet to video diffusion for controllable generation and interpolation
Following the advancements in text-guided image generation technology exemplified by
Stable Diffusion, video generation is gaining increased attention in the academic …
Stable Diffusion, video generation is gaining increased attention in the academic …
CinePreGen: Camera Controllable Video Previsualization via Engine-powered Diffusion
With advancements in video generative AI models (eg, SORA), creators are increasingly
using these techniques to enhance video previsualization. However, they face challenges …
using these techniques to enhance video previsualization. However, they face challenges …
3D Object Manipulation in a Single Image using Generative Models
R Zhao, Z Zhang, Z Yang, Y Yang - arxiv preprint arxiv:2501.12935, 2025 - arxiv.org
Object manipulation in images aims to not only edit the object's presentation but also gift
objects with motion. Previous methods encountered challenges in concurrently handling …
objects with motion. Previous methods encountered challenges in concurrently handling …
Zero-shot controllable image-to-video animation via motion decomposition
In this paper, we introduce a new challenging task called Zero-Shot Controllable Image-to-
Video Animation, where the goal is to animate an image based on motion trajectories …
Video Animation, where the goal is to animate an image based on motion trajectories …