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Video Generation

( Various Video Generation Tasks. Gif credit: MaGViT )

Papers

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Showing 701–750 of 1466 papers

TitleStatusHype
Temporal Regularization Makes Your Video Generator Stronger—0
Fast Autoregressive Video Generation with Diagonal Decoding—0
MusicInfuser: Making Video Diffusion Listen and Dance—0
MagicComp: Training-free Dual-Phase Refinement for Compositional Video Generation—0
Impossible Videos—0
Frame-wise Conditioning Adaptation for Fine-Tuning Diffusion Models in Text-to-Video PredictionCode0
AUTV: Creating Underwater Video Datasets with Pixel-wise Annotations—0
EQ-TAA: Equivariant Traffic Accident Anticipation via Diffusion-Based Accident Video Synthesis—0
SPC-GS: Gaussian Splatting with Semantic-Prompt Consistency for Indoor Open-World Free-view Synthesis from Sparse Inputs—0
Cross-Modal Learning for Music-to-Music-Video Description Generation—0
TASTE-Rob: Advancing Video Generation of Task-Oriented Hand-Object Interaction for Generalizable Robotic Manipulation—0
HiTVideo: Hierarchical Tokenizers for Enhancing Text-to-Video Generation with Autoregressive Large Language Models—0
ReCamMaster: Camera-Controlled Generative Rendering from A Single Video—0
Long Context Tuning for Video Generation—0
Semantic Latent Motion for Portrait Video Generation—0
VideoMerge: Towards Training-free Long Video Generation—0
CINEMA: Coherent Multi-Subject Video Generation via MLLM-Based Guidance—0
Other Vehicle Trajectories Are Also Needed: A Driving World Model Unifies Ego-Other Vehicle Trajectories in Video Latant Space—0
On the Limitations of Vision-Language Models in Understanding Image Transforms—0
Unified Dense Prediction of Video Diffusion—0
Accelerating Diffusion Sampling via Exploiting Local Transition Coherence—0
Reangle-A-Video: 4D Video Generation as Video-to-Video Translation—0
I2V3D: Controllable image-to-video generation with 3D guidance—0
LuciBot: Automated Robot Policy Learning from Generated Videos—0
ObjectMover: Generative Object Movement with Video Prior—0
WISA: World Simulator Assistant for Physics-Aware Text-to-Video Generation—0
DreamRelation: Relation-Centric Video Customization—0
TR-DQ: Time-Rotation Diffusion Quantization—0
Generative Video Bi-flowCode0
VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video GenerationCode0
Text2Story: Advancing Video Storytelling with Text Guidance—0
Object-Centric World Model for Language-Guided Manipulation—0
VACT: A Video Automatic Causal Testing System and a Benchmark—0
GSV3D: Gaussian Splatting-based Geometric Distillation with Stable Video Diffusion for Single-Image 3D Object Generation—0
MagicInfinite: Generating Infinite Talking Videos with Your Words and Voice—0
FluidNexus: 3D Fluid Reconstruction and Prediction from a Single Video—0
Rethinking Video Super-Resolution: Towards Diffusion-Based Methods without Motion Alignment—0
High-Quality Virtual Single-Viewpoint Surgical Video: Geometric Autocalibration of Multiple Cameras in Surgical LightsCode0
VideoUFO: A Million-Scale User-Focused Dataset for Text-to-Video GenerationCode0
HAIC: Improving Human Action Understanding and Generation with Better Captions for Multi-modal Large Language Models—0
Unified Video Action Model—0
FlexiDiT: Your Diffusion Transformer Can Easily Generate High-Quality Samples with Less Compute—0
Online Pseudo-average Shifting Attention(PASA) for Robust Low-precision LLM Inference: Algorithms and Numerical Analysis—0
ASurvey: Spatiotemporal Consistency in Video Generation—0
X-Dancer: Expressive Music to Human Dance Video Generation—0
VideoGrain: Modulating Space-Time Attention for Multi-grained Video Editing—0
RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers—0
Designing Parameter and Compute Efficient Diffusion Transformers using Distillation—0
Hardware-Friendly Static Quantization Method for Video Diffusion Transformers—0
RelaCtrl: Relevance-Guided Efficient Control for Diffusion Transformers—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
1MCVDFVD162,460—Unverified
2VDMFVD161,396—Unverified
3TGAN-v2 (128x128)FVD161,209—Unverified
4MCVD (64x64)FVD161,143—Unverified
5MoCoGAN-HD (256x256, unconditional)FVD16700—Unverified
6MagicVideo (256x256, text-conditional)FVD16699—Unverified
7TATS (256x256)FVD16635—Unverified
8FIFO-DiffusionFVD128596.64—Unverified
9DIGAN (128x128, unconditional)FVD16577—Unverified
10LVDM (256x256, unconditional)FVD16552—Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoGANFVD score503—Unverified
2Baseline (from LVT)FVD score320.9—Unverified
3SVG-FP (from FVD)FVD score315.5—Unverified
4CDNA (from FVD)FVD score296.5—Unverified
5SV2P (from FVD)FVD score262.5—Unverified
6SVG-LP (from vRNN)FVD score256.62—Unverified
7WAMFVD score159.6—Unverified
8VRNN 1LFVD score149.22—Unverified
9SAVP (from vRNN)FVD score143.43—Unverified
10Hier-VRNNFVD score143.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoGAN-HD (128x128)FVD 16183.6—Unverified
2TATS (128x128)FVD 16132.6—Unverified
3Long-video GAN (256x256)FVD 16116.5—Unverified
4DIGAN (128x128)FVD 16114.6—Unverified
5Long-video GAN (128x128)FVD 16107.5—Unverified
6LVDM (256x256)FVD 1695.2—Unverified
7DDMIFVD 1666.25—Unverified
8Latte + LeanVAEFVD 1649.59—Unverified
9StyleSV (256x256)FVD 1649—Unverified
#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
#ModelMetricClaimedVerifiedStatus
1TGAN-FInception Score22.91—Unverified
2TGANv2Inception Score21.45—Unverified
3TGANv2-ODEInception Score21.02—Unverified
4MoCoGANInception Score12.42—Unverified
5MoCoGAN-MDPInception Score11.86—Unverified
6TGAN-SVCInception Score11.85—Unverified
7VGANInception Score8.18—Unverified
#ModelMetricClaimedVerifiedStatus
1Imagen original (constant=6)CLIP R-Precision92.12—Unverified
2Imagen fully distilled (oscillate (15,1))CLIP R-Precision90.97—Unverified
3Imagen distilled (constant=6)CLIP R-Precision90.88—Unverified
4Imagen original (oscillate(15,1))CLIP R-Precision89.91—Unverified
5Imagen fully distilled (constant=6)CLIP R-Precision89.68—Unverified
6Imagen distilled (oscillate (15,1))CLIP R-Precision88.78—Unverified
#ModelMetricClaimedVerifiedStatus
1DIGAN (256x256)FVD16156.7—Unverified
2MoCoGAN-HD (128x128)FVD16144.7—Unverified
3DIGAN (128x128)FVD16128.1—Unverified
4LVDM (256x256)FVD1699—Unverified
5TATS (128x128)FVD1694.6—Unverified
6StyleSV (256x256)FVD1682.6—Unverified
#ModelMetricClaimedVerifiedStatus
1TGANv2 (2020)Inception Score28.87—Unverified
2DVD-GANInception Score27.38—Unverified
3VideoGPTInception Score24.69—Unverified
4TGANv2Inception Score24.34—Unverified
5TGAN-FInception Score22.91—Unverified
6TGANv2-ODEInception Score21.02—Unverified
#ModelMetricClaimedVerifiedStatus
1DVD-GANFVD31.1—Unverified
2MAGVITFVD9.9—Unverified
#ModelMetricClaimedVerifiedStatus
1INR-VFVD16144—Unverified
#ModelMetricClaimedVerifiedStatus
1DVD-GANFID2.16—Unverified
#ModelMetricClaimedVerifiedStatus
1DVD-GANFID12.92—Unverified
#ModelMetricClaimedVerifiedStatus
1DiT-XL/2 + CVAE-FT-SEFID8.59—Unverified
#ModelMetricClaimedVerifiedStatus
1VideoAssembler (Zero-Shot, 256x256, class-conditional)FVD16252—Unverified
#ModelMetricClaimedVerifiedStatus
1PG-SWGAN-3DFID404.1—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleSVFVD16207.2—Unverified