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Issue #11 โ Text-to-4D Breakthroughs & Editing Benchmarks
Published 2026-02-24 ยท 5 papers ยท 3 generation ยท 2 editing
generationDreamVideo4D ยท 2.8B
DreamVideo4D: Text-to-4D Dynamic Scene Generation
First open-source model generating dynamic 4D scenes from text prompts with consistent geometry across time.
| Metric | Score | ฮ |
|---|---|---|
| 4D-FID | 42.3 | -8.7 |
| Geometry Consistency | 91.2 | +3.4 |
| CLIPSIM | 0.291 | +0.012 |
editingFastEdit ยท 1.2B
FastEdit: Real-Time Video Editing with Latent Caching
Achieves near-real-time video editing by caching latent features and only recomputing edited regions.
| Metric | Score | ฮ |
|---|---|---|
| Edit Speed (fps) | 18.4 | +12.1 |
| Edit Accuracy | 88.7% | +1.2% |
| FVD | 345 | -22 |
generationLumaGen-2 ยท 6.1B
LumaGen-2: Cascaded Video Diffusion at Scale
Two-stage cascaded diffusion pipeline generating 720p videos with improved temporal coherence.
| Metric | Score | ฮ |
|---|---|---|
| VBench Total | 82.1 | +1.5 |
| FVD (UCF-101) | 245 | -19 |
| Aesthetic Score | 6.8 | +0.3 |
generationControlVideo-2 ยท 2.1B
ControlVideo-2: Multi-Condition Controllable Video Generation
Supports simultaneous depth, pose, and edge control signals for precise video generation.
| Metric | Score | ฮ |
|---|---|---|
| Control Accuracy | 93.1% | +4.2% |
| FVD | 278 | -33 |
| CLIPSIM | 0.301 | +0.009 |
editingVideoRecolor ยท 650M
VideoRecolor: Semantic Color Grading for Video Clips
Automatic semantic-aware color grading that can restyle entire video clips while preserving content.
| Metric | Score | ฮ |
|---|---|---|
| Color Accuracy | 94.5% | +2.8% |
| Temporal Consistency | 96.1 | +1.2 |
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