SOTAVerified

Motion Synthesis

Creating a video where people in the images move (such as blinking or smiling) requires specialized AI technology like Deepfake or Motion Synthesis, which I cannot do directly here.

However, if you want a video made from the images you provided, I can create an animated slideshow with cute effects and royalty-free background music. Would you be interested in this?

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 282 papers

TitleStatusHype
Broadband Ground Motion Synthesis by Diffusion Model with Minimal Condition—0
Lodge++: High-quality and Long Dance Generation with Vivid Choreography Patterns—0
LS-GAN: Human Motion Synthesis with Latent-space GANs—0
M3G: Multi-Granular Gesture Generator for Audio-Driven Full-Body Human Motion Synthesis—0
MACS: Mass Conditioned 3D Hand and Object Motion Synthesis—0
Talking With Hands 16.2M: A Large-Scale Dataset of Synchronized Body-Finger Motion and Audio for Conversational Motion Analysis and Synthesis—0
Make-An-Animation: Large-Scale Text-conditional 3D Human Motion Generation—0
Target-Aware Video Diffusion Models—0
Task-Generic Hierarchical Human Motion Prior using VAEs—0
Task-Oriented Human-Object Interactions Generation with Implicit Neural Representations—0
MixSynthFormer: A Transformer Encoder-like Structure with Mixed Synthetic Self-attention for Efficient Human Pose Estimation—0
Analysis of Co-Laughter Gesture Relationship on RGB videos in Dyadic Conversation Contex—0
TEDi: Temporally-Entangled Diffusion for Long-Term Motion Synthesis—0
MoFusion: A Framework for Denoising-Diffusion-based Motion Synthesis—0
AAMDM: Accelerated Auto-regressive Motion Diffusion Model—0
MoLA: Motion Generation and Editing with Latent Diffusion Enhanced by Adversarial Training—0
Breaking The Limits of Text-conditioned 3D Motion Synthesis with Elaborative Descriptions—0
Text-driven Motion Generation: Overview, Challenges and Directions—0
Motion-2-to-3: Leveraging 2D Motion Data to Boost 3D Motion Generation—0
Text-to-3D Gaussian Splatting with Physics-Grounded Motion Generation—0
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis—0
Motion-Conditioned Diffusion Model for Controllable Video Synthesis—0
BioMoDiffuse: Physics-Guided Biomechanical Diffusion for Controllable and Authentic Human Motion Synthesis—0
MotionDreamer: One-to-Many Motion Synthesis with Localized Generative Masked Transformer—0
Motion Flow Matching for Human Motion Synthesis and Editing—0
TLControl: Trajectory and Language Control for Human Motion Synthesis—0
AvatarGPT: All-in-One Framework for Motion Understanding Planning Generation and Beyond—0
AvatarGPT: All-in-One Framework for Motion Understanding, Planning, Generation and Beyond—0
Autoregressive Stylized Motion Synthesis With Generative Flow—0
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model—0
MotionPro: A Precise Motion Controller for Image-to-Video Generation—0
Towards Robust and Controllable Text-to-Motion via Masked Autoregressive Diffusion—0
Motion-R1: Chain-of-Thought Reasoning and Reinforcement Learning for Human Motion Generation—0
MotionRAG-Diff: A Retrieval-Augmented Diffusion Framework for Long-Term Music-to-Dance Generation—0
MotionScript: Natural Language Descriptions for Expressive 3D Human Motions—0
Motion Synthesis with Sparse and Flexible Keyjoint Control—0
Move as You Say Interact as You Can: Language-guided Human Motion Generation with Scene Affordance—0
Multi-Scale Control Signal-Aware Transformer for Motion Synthesis without Phase—0
Multi-Track Timeline Control for Text-Driven 3D Human Motion Generation—0
Versatile Motion Language Models for Multi-Turn Interactive Agents—0
Music2Dance: DanceNet for Music-driven Dance Generation—0
Music-driven Dance Regeneration with Controllable Key Pose Constraints—0
DanceChat: Large Language Model-Guided Music-to-Dance Generation—0
mustGAN: Multi-Stream Generative Adversarial Networks for MR Image Synthesis—0
NEURAL MARIONETTE: A Transformer-based Multi-action Human Motion Synthesis System—0
NIFTY: Neural Object Interaction Fields for Guided Human Motion Synthesis—0
Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wild—0
OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completion—0
Object Motion Guided Human Motion Synthesis—0
OmniMotionGPT: Animal Motion Generation with Limited Data—0
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All datasetsHumanML3DKIT Motion-LanguageAIST++InterHumanFineDanceInter-XAIOZ-GDANCELaFAN1Motion-XBRACEHumanAct12TMD

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Language2PoseFID11.02—Unverified
2Diffuion MotionFID10.21—Unverified
3Text2GestureFID5.01—Unverified
4TM2TFID1.5—Unverified
5T2MFID1.09—Unverified
6TM2D (t2m)FID1.02—Unverified
7MAAFID0.77—Unverified
8MotionDiffuseFID0.63—Unverified
9MDMFID0.54—Unverified
10MLDFID0.47—Unverified
#ModelMetricClaimedVerifiedStatus
1Text2GestureFID12.12—Unverified
2Language2PoseFID6.55—Unverified
3TEMOSFID3.72—Unverified
4TM2TFID3.6—Unverified
5T2MFID3.02—Unverified
6MotionDiffuseFID1.95—Unverified
7AttT2MFID0.87—Unverified
8T2M-GPT (τ = 0)FID0.74—Unverified
9T2M-GPT (τ = 0.5)FID0.72—Unverified
10Fg-T2MFID0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Dance RevolutionFID73.42—Unverified
2DanceNetFID69.13—Unverified
3MoFusionFID50.31—Unverified
4Lodge (DDPM)FID37.09—Unverified
5AI ChoreographerFID35.35—Unverified
6BailandoFID28.16—Unverified
7TM2D (only motion data)FID23.94—Unverified
8TM2DFID19.01—Unverified
9UDEFID17.25—Unverified
10Motion AnythingFID17.22—Unverified
#ModelMetricClaimedVerifiedStatus
1TEMOSFID17.38—Unverified
2T2MFID13.77—Unverified
3MDMFID9.17—Unverified
4ComMDMFID7.07—Unverified
5RIGFID6.78—Unverified
6FreeMotionFID6.74—Unverified
7InterGenFID5.92—Unverified
8MoMat-MoGenFID5.67—Unverified
9in2INFID5.18—Unverified
10InterMaskFID5.15—Unverified
#ModelMetricClaimedVerifiedStatus
1FACTfid_k113.38—Unverified
2MNETfid_k104.71—Unverified
3EDGEfid_k94.34—Unverified
4Bailandofid_k82.81—Unverified
5Lodge (DDIM)fid_k50—Unverified
6Lodge (DDPM)fid_k45.56—Unverified
7Lodge++fid_k40.77—Unverified
8DanceMosaicfid_k19.36—Unverified
#ModelMetricClaimedVerifiedStatus
1ComMDMFID29.27—Unverified
2TEMOSFID29.26—Unverified
3MDMFID23.7—Unverified
4T2MFID5.48—Unverified
5InterGenFID5.21—Unverified
6InterMaskFID0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1GDANCERFID43.9—Unverified
2TCDiffFID42.39—Unverified
3GCDFID31.16—Unverified
4Scalable Group ChoreographyFID31.01—Unverified
#ModelMetricClaimedVerifiedStatus
1HM-VAEL2Q@50.24—Unverified
2TG-completeL2Q@50.17—Unverified
3SSMCTL2Q@50.14—Unverified
4-interpolatorL2Q@50.11—Unverified
#ModelMetricClaimedVerifiedStatus
1MDMFID3.8—Unverified
2MLDFID3.41—Unverified
3T2M-GPTFID1.37—Unverified
4HumanTOMATOFID1.17—Unverified
#ModelMetricClaimedVerifiedStatus
1Dancing 2 MusicFrechet Inception Distance0.59—Unverified
2AIST++Frechet Inception Distance0.57—Unverified
3Dance RevolutionFrechet Inception Distance0.52—Unverified
#ModelMetricClaimedVerifiedStatus
1MDMAccuracy0.99—Unverified
2MLDAccuracy0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Motion AnythingFID21.46—Unverified
#ModelMetricClaimedVerifiedStatus
1Match-TTSGMean Opinion Score3.44—Unverified