SOTAVerified

Video Generation

( Various Video Generation Tasks. Gif credit: MaGViT )

Papers

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Showing 1–10 of 1466 papers

TitleStatusHype
Taming Diffusion Transformer for Real-Time Mobile Video Generation—0
LoViC: Efficient Long Video Generation with Context Compression—0
Leveraging Pre-Trained Visual Models for AI-Generated Video Detection—0
World Model-Based End-to-End Scene Generation for Accident Anticipation in Autonomous Driving—0
I^2-World: Intra-Inter Tokenization for Efficient Dynamic 4D Scene ForecastingCode2
Lumos-1: On Autoregressive Video Generation from a Unified Model PerspectiveCode0
Scaling RL to Long VideosCode0
Martian World Models: Controllable Video Synthesis with Physically Accurate 3D Reconstructions—0
FIFA: Unified Faithfulness Evaluation Framework for Text-to-Video and Video-to-Text Generation—0
A Survey on Long-Video Storytelling Generation: Architectures, Consistency, and Cinematic Quality—0
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All datasetsUCF-101BAIR Robot PushingSky Time-lapseUCF-101 16 frames, 64x64, UnconditionalUCF-101 16 frames, Unconditional, Single GPULAION-400MTaichiUCF-101 16 frames, 128x128, UnconditionalKinetics-600 12 frames, 64x64How2SignKinetics-600 12 frames, 128x128Kinetics-600 48 frames, 64x64

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Video Diffusion ModelInception Score57—Unverified
2TGAN-ODEInception Score15.2—Unverified
3TGAN-FInception Score13.62—Unverified
4MoCoGANInception Score12.42—Unverified
5MoCoGAN-MDPInception Score11.86—Unverified
6TGAN-SVCInception Score11.85—Unverified
7VGANInception Score8.18—Unverified