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🚨 Paper Alert 🚨 ➡️Paper Title: MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance 🌟Few pointers from the paper 🎯Recent advances in video generation have led to remarkable improvements in visual quality and temporal coherence. 🎯Upon this, trajectory-controllable video generation has emerged to enable precise object motion control through explicitly defined spatial paths. 🎯However, existing methods struggle with complex object movements and multi-object motion control, resulting in imprecise trajectory adherence, poor object consistency, and compromised visual quality. 🎯Furthermore, these methods only support trajectory control in a single format, limiting their applicability in diverse scenarios. 🎯Additionally, there is no publicly available dataset or benchmark specifically tailored for trajectory-controllable video generation, hindering robust training and systematic evaluation. 🎯To address these challenges, authors of this paper introduced “MagicMotion”, a novel image-to-video generation framework that enables trajectory control through three levels of conditions from dense to sparse: masks, bounding boxes, and sparse boxes. 🎯Given an input image and trajectories, MagicMotion seamlessly animates objects along defined trajectories while maintaining object consistency and visual quality. 🎯Furthermore, they presented “MagicData”, a large-scale trajectory-controlled video dataset, along with an automated pipeline for annotation and filtering. 🎯They also introduce “MagicBench”, a comprehensive benchmark that assesses both video quality and trajectory control accuracy across different numbers of objects. 🎯Extensive experiments demonstrate that MagicMotion outperforms previous methods across various metrics. 🏢Organization: @FudanUniversity , @MSFTResearch Asia 🧙Paper Authors: Quanhao Li, Zhen Xing, Rui Wang, Hui Zhang, Qi Dai, Zuxuan Wu 📝 Read the Full Paper here: arxiv.org/abs/2503.16421 🗂️ Project Page: quanhaol.github.io/magicmoti… 🧑‍💻 Code: github.com/quanhaol/MagicMot… 🎥 Be sure to watch the attached Demo Video - Sound on 🔊🔊 Find this Valuable 💎 ? ♻️QT and teach your network something new Follow me 👣, @NaveenManwani17 , for the latest updates on Tech and AI-related news, insightful research papers, and exciting announcements.

Speaking of catching them in the wild -- taking lessons from successful startup CTO leaders on this 🔥 panel feat. @getpresso MagicData @FlorenceHCare & more 👏👏👏

Paubos na yung MAGICDATA

grabe talaga magicdata ng smart hahaha as a heavy user ng data, vvv sulit nagregister ako last january 4 nung 499 (36 gb) and today lang sya naubos

Пока другие используют морально устаревшие способы предсказаний, я запускаю Python. Деловая ведьма всегда на шаг впереди, даже в магии данных. 🧙‍♀️💻 #MagicData #neotechwitch #dataanalytics #python #digitalart #AI #humor

Kung may wifi naman sa bahay, go for magicdata na hindi na eexpire.. Yun magicdata ko pang 5months nameron pang 8gb na natitira... Hahaha

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