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Video Generation

( Various Video Generation Tasks. Gif credit: MaGViT )

Papers

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Showing 951–1000 of 1466 papers

TitleStatusHype
VideoRepair: Improving Text-to-Video Generation via Misalignment Evaluation and Localized Refinement—0
Understanding World or Predicting Future? A Comprehensive Survey of World Models—0
MagicDriveDiT: High-Resolution Long Video Generation for Autonomous Driving with Adaptive Control—0
TaQ-DiT: Time-aware Quantization for Diffusion Transformers—0
What You See Is What Matters: A Novel Visual and Physics-Based Metric for Evaluating Video Generation Quality—0
Towards motion from video diffusion models—0
Automated 3D Physical Simulation of Open-world Scene with Gaussian Splatting—0
Medical Video Generation for Disease Progression Simulation—0
SpatialDreamer: Self-supervised Stereo Video Synthesis from Monocular Input—0
Teaching Video Diffusion Model with Latent Physical Phenomenon Knowledge—0
AnimateAnything: Consistent and Controllable Animation for Video Generation—0
ViBe: A Text-to-Video Benchmark for Evaluating Hallucination in Large Multimodal Models—0
VidMan: Exploiting Implicit Dynamics from Video Diffusion Model for Effective Robot Manipulation—0
Motion Control for Enhanced Complex Action Video Generation—0
A Survey on Vision Autoregressive Model—0
EgoVid-5M: A Large-Scale Video-Action Dataset for Egocentric Video Generation—0
Artificial Intelligence for Biomedical Video GenerationCode0
I2VControl-Camera: Precise Video Camera Control with Adjustable Motion Strength—0
A Survey of Emerging Approaches and Advances in Video Generation—0
WHALE: Towards Generalizable and Scalable World Models for Embodied Decision-making—0
DimensionX: Create Any 3D and 4D Scenes from a Single Image with Controllable Video Diffusion—0
SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation—0
StoryAgent: Customized Storytelling Video Generation via Multi-Agent Collaboration—0
TIP-I2V: A Million-Scale Real Text and Image Prompt Dataset for Image-to-Video Generation—0
Exploring the Interplay Between Video Generation and World Models in Autonomous Driving: A Survey—0
How Far is Video Generation from World Model: A Physical Law Perspective—0
Adaptive Caching for Faster Video Generation with Diffusion Transformers—0
Optical Flow Representation Alignment Mamba Diffusion Model for Medical Video Generation—0
Fashion-VDM: Video Diffusion Model for Virtual Try-On—0
Stereo-Talker: Audio-driven 3D Human Synthesis with Prior-Guided Mixture-of-Experts—0
LumiSculpt: A Consistency Lighting Control Network for Video Generation—0
SlowFast-VGen: Slow-Fast Learning for Action-Driven Long Video Generation—0
Investigating Memorization in Video Diffusion Models—0
ARLON: Boosting Diffusion Transformers with Autoregressive Models for Long Video Generation—0
GiVE: Guiding Visual Encoder to Perceive Overlooked Information—0
MarDini: Masked Autoregressive Diffusion for Video Generation at Scale—0
FasterCache: Training-Free Video Diffusion Model Acceleration with High Quality—0
Framer: Interactive Frame Interpolation—0
VISAGE: Video Synthesis using Action Graphs for Surgery—0
WorldSimBench: Towards Video Generation Models as World Simulators—0
3DGS-Enhancer: Enhancing Unbounded 3D Gaussian Splatting with View-consistent 2D Diffusion Priors—0
EVA: An Embodied World Model for Future Video Anticipation—0
FrameBridge: Improving Image-to-Video Generation with Bridge Models—0
Fundus to Fluorescein Angiography Video Generation as a Retinal Generative Foundation Model—0
DriveDreamer4D: World Models Are Effective Data Machines for 4D Driving Scene Representation—0
AsymKV: Enabling 1-Bit Quantization of KV Cache with Layer-Wise Asymmetric Quantization Configurations—0
VidPanos: Generative Panoramic Videos from Casual Panning Videos—0
DreamVideo-2: Zero-Shot Subject-Driven Video Customization with Precise Motion Control—0
DragEntity: Trajectory Guided Video Generation using Entity and Positional Relationships—0
Cavia: Camera-controllable Multi-view Video Diffusion with View-Integrated Attention—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