MindJourney: Test-Time Scaling with World Models for Spatial Reasoning

Subscribers:
351,000
Published on ● Video Link: https://www.youtube.com/watch?v=Z4-5NZmdV44



Duration: 0:00
614 views
25


The video introduces MindJourney, a framework that enhances Vision-Language Models (VLMs), which excel at interpreting single images but struggle to infer the underlying three-dimensional world. By allowing the VLM to “imagine” moving through the scene given a spatial reasoning question, the model proposes trajectories in a simulated imagination space. A world model then generates novel views along these paths, expanding the available observations from a single image. This richer 3D context enables the VLM to answer previously challenging questions with greater ease.

Publication: https://www.microsoft.com/en-us/research/publication/mindjourney-test-time-scaling-with-world-models-for-spatial-reasoning/




Other Videos By Microsoft Research


2025-09-24Scalable emulation of protein equilibrium ensembles with BioEmu
2025-09-24Disrupting the AI infrastructure with MicroLEDs
2025-09-24Dion: The distributed orthonormal update revolution is here
2025-09-24Pushing boundaries of complex reasoning in small language models
2025-09-22zk-promises: Anonymous Moderation, Reputation, & Blocking from Anonymous Credentials with Callbacks
2025-09-22More is Less: Extra Features in Contactless Payments Break Security
2025-09-18Sub-Population Identification of Multi-morbidity in Sub-Saharan African Populations
2025-09-03Echoes in GenAI generations
2025-08-27Six Years of Rowhammer: Breakthroughs and Future Directions
2025-08-25Sub-Population Identification of Multi-morbidity in Sub-Saharan African Populations
2025-08-19MindJourney: Test-Time Scaling with World Models for Spatial Reasoning
2025-08-11Medical Bayesian Kiosk (2010)
2025-08-07Reimagining healthcare delivery and public health with AI
2025-08-05VeriTrail: Detect hallucination and trace provenance in AI workflows
2025-07-31Computational models for brain science
2025-07-30VoluMe: Authentic 3D Video Calls from Live Gaussian Splat Prediction
2025-07-28How I became a StoryTeller (and how YOU can too)
2025-07-28Make some noise: Teaching the language of audio to an LLM using sound tokens
2025-07-28Building Better Language Models Through Global Understanding
2025-07-24Navigating medical education in the era of generative AI
2025-07-22DAViD: Data-efficient and Accurate Vision Models from Synthetic Data