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Video Generation

( Various Video Generation Tasks. Gif credit: MaGViT )

Papers

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Showing 1001–1050 of 1466 papers

TitleStatusHype
Pix2Gif: Motion-Guided Diffusion for GIF GenerationCode1
A spatiotemporal style transfer algorithm for dynamic visual stimulus generation—0
Tuning-Free Noise Rectification for High Fidelity Image-to-Video Generation—0
AtomoVideo: High Fidelity Image-to-Video Generation—0
UniCtrl: Improving the Spatiotemporal Consistency of Text-to-Video Diffusion Models via Training-Free Unified Attention ControlCode2
Abductive Ego-View Accident Video Understanding for Safe Driving Perception—0
Panda-70M: Captioning 70M Videos with Multiple Cross-Modality TeachersCode4
Context-aware Talking Face Video Generation—0
Sora Generates Videos with Stunning Geometrical Consistency—0
Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision ModelsCode4
Video as the New Language for Real-World Decision Making—0
EMO: Emote Portrait Alive -- Generating Expressive Portrait Videos with Audio2Video Diffusion Model under Weak Conditions—0
Contextualized Diffusion Models for Text-Guided Image and Video GenerationCode2
Customize-A-Video: One-Shot Motion Customization of Text-to-Video Diffusion Models—0
Snap Video: Scaled Spatiotemporal Transformers for Text-to-Video Synthesis—0
Hybrid Video Diffusion Models with 2D Triplane and 3D Wavelet Representation—0
VGMShield: Mitigating Misuse of Video Generative ModelsCode0
Make a Cheap Scaling: A Self-Cascade Diffusion Model for Higher-Resolution AdaptationCode2
Magic-Me: Identity-Specific Video Customized DiffusionCode3
Denoising Diffusion Probabilistic Models in Six Simple Steps—0
ConsistI2V: Enhancing Visual Consistency for Image-to-Video GenerationCode3
Constrained Synthesis with Projected Diffusion ModelsCode1
Direct-a-Video: Customized Video Generation with User-Directed Camera Movement and Object Motion—0
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional TokenizationCode4
InteractiveVideo: User-Centric Controllable Video Generation with Synergistic Multimodal InstructionsCode2
Detecting AI-Generated Video via Frame ConsistencyCode1
NeuroCine: Decoding Vivid Video Sequences from Human Brain Activties—0
AnimateLCM: Computation-Efficient Personalized Style Video Generation without Personalized Video DataCode4
A Survey on Generative AI and LLM for Video Generation, Understanding, and Streaming—0
Motion-I2V: Consistent and Controllable Image-to-Video Generation with Explicit Motion Modeling—0
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural RepresentationsCode1
Lumiere: A Space-Time Diffusion Model for Video GenerationCode3
Sat2Scene: 3D Urban Scene Generation from Satellite Images with DiffusionCode1
Inflation with Diffusion: Efficient Temporal Adaptation for Text-to-Video Super-Resolution—0
CustomVideo: Customizing Text-to-Video Generation with Multiple Subjects—0
WorldDreamer: Towards General World Models for Video Generation via Predicting Masked Tokens—0
Motion-Zero: Zero-Shot Moving Object Control Framework for Diffusion-Based Video Generation—0
Vlogger: Make Your Dream A VlogCode1
VideoCrafter2: Overcoming Data Limitations for High-Quality Video Diffusion ModelsCode9
UniVG: Towards UNIfied-modal Video Generation—0
E2HQV: High-Quality Video Generation from Event Camera via Theory-Inspired Model-Aided Deep LearningCode1
Towards A Better Metric for Text-to-Video Generation—0
360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model—0
RAVEN: Rethinking Adversarial Video Generation with Efficient Tri-plane Networks—0
MagicVideo-V2: Multi-Stage High-Aesthetic Video Generation—0
Neural Rendering and Its Hardware Acceleration: A Review—0
Latte: Latent Diffusion Transformer for Video GenerationCode5
Moonshot: Towards Controllable Video Generation and Editing with Multimodal ConditionsCode1
AIGCBench: Comprehensive Evaluation of Image-to-Video Content Generated by AICode2
VideoStudio: Generating Consistent-Content and Multi-Scene VideosCode1
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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