Multimodal tools accept various inputs:
- Text: Describe the scene (e.g., "A cat dancing in a sunny park").
- Images/Videos: Use as references for style or keyframes.
- Audio: Sync voiceovers or sound effects.
- Depth Maps: Add 3D-like depth for realistic perspectives.
Keyframe Conditioning#
Keyframes act as anchor points in video generation:
- Specify multiple frames to guide the entire sequence.
- Ensures style consistency and narrative flow.
- Example: Set start (cat enters), middle (dancing), end (exits) frames.
LoRA Fine-Tuning#
Low-Rank Adaptation (LoRA) customizes models efficiently:
- Train on small datasets without full retraining.
- Adapt to specific styles, characters, or domains.
- Keeps models lightweight and fast.
3D Camera Logic#
Simulates camera movements:
- Pans, zooms, and rotations for dynamic videos.
- Integrates with depth for realistic 3D effects.