https://stability.ai/news/introducing-stable-virtual-camera-multi-view-video-generation-with-3d-camera-control

https://static1.squarespace.com/static/6213c340453c3f502425776e/t/67d9986bf7c111252695fa9b/1742313585359/stable-virtual-camera.pdf

Capabilities

Stable Virtual Camera offers advanced capabilities for generating 3D videos, including:

• Dynamic Camera Control: Supports user-defined camera trajectories as well as multiple dynamic camera paths, including: 360°, Lemniscate (∞ shaped path), Spiral, Dolly Zoom In, Dolly Zoom Out, Zoom In, Zoom Out, Move Forward, Move Backward, Pan Up, Pan Down, Pan Left, Pan Right, and Roll. 
• Flexible Inputs: Generates 3D videos from just one input image or up to 32.

• Multiple Aspect Ratios: Capable of producing videos in square (1:1), portrait (9:16), landscape (16:9), and other custom aspect ratios without additional training.
• Long Video Generation: Ensures 3D consistency in videos up to 1,000 frames, enabling seamless

Model limitations

In its initial version, Stable Virtual Camera may produce lower-quality results in certain scenarios. Input images featuring humans, animals, or dynamic textures like water often lead to degraded outputs. Additionally, highly ambiguous scenes, complex camera paths that intersect objects or surfaces, and irregularly shaped objects can cause flickering artifacts, especially when target viewpoints differ significantly from the input images.

https://huggingface.co/spaces/prs-eth/thera

https://github.com/prs-eth/thera

https://jianhongbai.github.io/ReCamMaster

https://huggingface.co/papers/2503.11647

https://github.com/VectorSpaceLab/OmniGen

https://huggingface.co/spaces/Shitao/OmniGen

https://aistudio.google.com

https://deepmind.google/technologies/gemini/flash