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Issue #12 โ€” Sora-Level Open Models & New VBench Records ยท 2026-03-03

generationOpenSora-v2 ยท 3.2B

OpenSora v2: Scaling Video Diffusion to 1080p with 3D-VAE

Introduces a 3D variational autoencoder that enables 1080p video generation at 24fps with significantly reduced memory cost.

MetricScoreฮ”
VBench Total84.3+2.1
FVD (UCF-101)198-47
CLIPSIM0.312+0.008
Temporal Consistency97.1+1.4
๐Ÿ“„ arXiv๐Ÿ”— GitHubDataset: WebVid-10M + Panda-70M
editingVideoEdit-XL ยท 1.8B

VideoEdit-XL: Instruction-Based Video Editing with Flow Matching

A flow-matching approach for instruction-guided video editing that preserves temporal coherence across 128-frame clips.

MetricScoreฮ”
Edit Accuracy91.2%+3.8%
Temporal Consistency95.6+2.3
CLIPSIM0.298
FVD312-28
generationCogVideoX-5B ยท 5B

CogVideoX-5B: Scaling Expert Mixture for Long Video Generation

Mixture-of-experts architecture generating coherent 60-second videos with consistent characters and scene transitions.

MetricScoreฮ”
VBench Total83.7+1.9
FVD (UCF-101)211-35
Subject Consistency96.8+2.1
CLIPSIM0.307+0.005
๐Ÿ“„ arXiv๐Ÿ”— GitHubDataset: CogVid-Internal + WebVid-10M

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