SOTAVerified

Video Generation

( Various Video Generation Tasks. Gif credit: MaGViT )

Papers

Showing 51100 of 1466 papers

TitleStatusHype
Cosmos-Drive-Dreams: Scalable Synthetic Driving Data Generation with World Foundation ModelsCode3
MagCache: Fast Video Generation with Magnitude-Aware CacheCode3
Self Forcing: Bridging the Train-Test Gap in Autoregressive Video Diffusion0
PolyVivid: Vivid Multi-Subject Video Generation with Cross-Modal Interaction and Enhancement0
Audio-Sync Video Generation with Multi-Stream Temporal Control0
Generative Modeling of Weights: Generalization or Memorization?Code1
Seeing Voices: Generating A-Roll Video from Audio with Mirage0
From Generation to Generalization: Emergent Few-Shot Learning in Video Diffusion Models0
Astraea: A GPU-Oriented Token-wise Acceleration Framework for Video Diffusion Transformers0
ContentV: Efficient Training of Video Generation Models with Limited Compute0
FEAT: Full-Dimensional Efficient Attention Transformer for Medical Video GenerationCode1
DualX-VSR: Dual Axial SpatialTemporal Transformer for Real-World Video Super-Resolution without Motion Compensation0
FPSAttention: Training-Aware FP8 and Sparsity Co-Design for Fast Video Diffusion0
Follow-Your-Creation: Empowering 4D Creation through Video Inpainting0
FullDiT2: Efficient In-Context Conditioning for Video Diffusion Transformers0
ORV: 4D Occupancy-centric Robot Video GenerationCode2
IllumiCraft: Unified Geometry and Illumination Diffusion for Controllable Video Generation0
TalkingMachines: Real-Time Audio-Driven FaceTime-Style Video via Autoregressive Diffusion Models0
SViMo: Synchronized Diffusion for Video and Motion Generation in Hand-object Interaction ScenariosCode1
OmniV2V: Versatile Video Generation and Editing via Dynamic Content ManipulationCode5
LongDWM: Cross-Granularity Distillation for Building a Long-Term Driving World Model0
DeepVerse: 4D Autoregressive Video Generation as a World Model0
Evaluating Robot Policies in a World Model0
Video Signature: In-generation Watermarking for Latent Video Diffusion Models0
Ctrl-Crash: Controllable Diffusion for Realistic Car Crashes0
DreamDance: Animating Character Art via Inpainting Stable Gaussian Worlds0
MiniMax-Remover: Taming Bad Noise Helps Video Object Removal0
UniGeo: Taming Video Diffusion for Unified Consistent Geometry Estimation0
Interactive Video Generation via Domain Adaptation0
STORK: Improving the Fidelity of Mid-NFE Sampling for Diffusion and Flow Matching ModelsCode1
VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC VideosCode0
MAGREF: Masked Guidance for Any-Reference Video GenerationCode3
VCapsBench: A Large-scale Fine-grained Benchmark for Video Caption Quality EvaluationCode1
VideoREPA: Learning Physics for Video Generation through Relational Alignment with Foundation ModelsCode2
GeoMan: Temporally Consistent Human Geometry Estimation using Image-to-Video Diffusion0
MOVi: Training-free Text-conditioned Multi-Object Video Generation0
RoboTransfer: Geometry-Consistent Video Diffusion for Robotic Visual Policy Transfer0
MMGT: Motion Mask Guided Two-Stage Network for Co-Speech Gesture Video GenerationCode1
HyperMotion: DiT-Based Pose-Guided Human Image Animation of Complex MotionsCode2
PanoWan: Lifting Diffusion Video Generation Models to 360° with Latitude/Longitude-aware Mechanisms0
Learning World Models for Interactive Video Generation0
Let Them Talk: Audio-Driven Multi-Person Conversational Video GenerationCode7
ATI: Any Trajectory Instruction for Controllable Video Generation0
Think Before You Diffuse: LLMs-Guided Physics-Aware Video Generation0
Minute-Long Videos with Dual ParallelismsCode1
SageAttention2++: A More Efficient Implementation of SageAttention2Code7
The Role of Video Generation in Enhancing Data-Limited Action Understanding0
Force Prompting: Video Generation Models Can Learn and Generalize Physics-based Control Signals0
DriveCamSim: Generalizable Camera Simulation via Explicit Camera Modeling for Autonomous DrivingCode1
MotionPro: A Precise Motion Controller for Image-to-Video Generation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MCVDFVD162,460Unverified
2VDMFVD161,396Unverified
3TGAN-v2 (128x128)FVD161,209Unverified
4MCVD (64x64)FVD161,143Unverified
5MoCoGAN-HD (256x256, unconditional)FVD16700Unverified
6MagicVideo (256x256, text-conditional)FVD16699Unverified
7TATS (256x256)FVD16635Unverified
8FIFO-DiffusionFVD128596.64Unverified
9DIGAN (128x128, unconditional)FVD16577Unverified
10LVDM (256x256, unconditional)FVD16552Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoGANFVD score503Unverified
2Baseline (from LVT)FVD score320.9Unverified
3SVG-FP (from FVD)FVD score315.5Unverified
4CDNA (from FVD)FVD score296.5Unverified
5SV2P (from FVD)FVD score262.5Unverified
6SVG-LP (from vRNN)FVD score256.62Unverified
7WAMFVD score159.6Unverified
8VRNN 1LFVD score149.22Unverified
9SAVP (from vRNN)FVD score143.43Unverified
10Hier-VRNNFVD score143.4Unverified
#ModelMetricClaimedVerifiedStatus
1MoCoGAN-HD (128x128)FVD 16183.6Unverified
2TATS (128x128)FVD 16132.6Unverified
3Long-video GAN (256x256)FVD 16116.5Unverified
4DIGAN (128x128)FVD 16114.6Unverified
5Long-video GAN (128x128)FVD 16107.5Unverified
6LVDM (256x256)FVD 1695.2Unverified
7DDMIFVD 1666.25Unverified
8Latte + LeanVAEFVD 1649.59Unverified
9StyleSV (256x256)FVD 1649Unverified
#ModelMetricClaimedVerifiedStatus
1Video Diffusion ModelInception Score57Unverified
2TGAN-ODEInception Score15.2Unverified
3TGAN-FInception Score13.62Unverified
4MoCoGANInception Score12.42Unverified
5MoCoGAN-MDPInception Score11.86Unverified
6TGAN-SVCInception Score11.85Unverified
7VGANInception Score8.18Unverified
#ModelMetricClaimedVerifiedStatus
1TGAN-FInception Score22.91Unverified
2TGANv2Inception Score21.45Unverified
3TGANv2-ODEInception Score21.02Unverified
4MoCoGANInception Score12.42Unverified
5MoCoGAN-MDPInception Score11.86Unverified
6TGAN-SVCInception Score11.85Unverified
7VGANInception Score8.18Unverified
#ModelMetricClaimedVerifiedStatus
1Imagen original (constant=6)CLIP R-Precision92.12Unverified
2Imagen fully distilled (oscillate (15,1))CLIP R-Precision90.97Unverified
3Imagen distilled (constant=6)CLIP R-Precision90.88Unverified
4Imagen original (oscillate(15,1))CLIP R-Precision89.91Unverified
5Imagen fully distilled (constant=6)CLIP R-Precision89.68Unverified
6Imagen distilled (oscillate (15,1))CLIP R-Precision88.78Unverified
#ModelMetricClaimedVerifiedStatus
1DIGAN (256x256)FVD16156.7Unverified
2MoCoGAN-HD (128x128)FVD16144.7Unverified
3DIGAN (128x128)FVD16128.1Unverified
4LVDM (256x256)FVD1699Unverified
5TATS (128x128)FVD1694.6Unverified
6StyleSV (256x256)FVD1682.6Unverified
#ModelMetricClaimedVerifiedStatus
1TGANv2 (2020)Inception Score28.87Unverified
2DVD-GANInception Score27.38Unverified
3VideoGPTInception Score24.69Unverified
4TGANv2Inception Score24.34Unverified
5TGAN-FInception Score22.91Unverified
6TGANv2-ODEInception Score21.02Unverified
#ModelMetricClaimedVerifiedStatus
1DVD-GANFVD31.1Unverified
2MAGVITFVD9.9Unverified
#ModelMetricClaimedVerifiedStatus
1INR-VFVD16144Unverified
#ModelMetricClaimedVerifiedStatus
1DVD-GANFID2.16Unverified
#ModelMetricClaimedVerifiedStatus
1DVD-GANFID12.92Unverified
#ModelMetricClaimedVerifiedStatus
1DiT-XL/2 + CVAE-FT-SEFID8.59Unverified
#ModelMetricClaimedVerifiedStatus
1VideoAssembler (Zero-Shot, 256x256, class-conditional)FVD16252Unverified
#ModelMetricClaimedVerifiedStatus
1PG-SWGAN-3DFID404.1Unverified
#ModelMetricClaimedVerifiedStatus
1StyleSVFVD16207.2Unverified