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
Fatigue-PINN: Physics-Informed Fatigue-Driven Motion Modulation and Synthesis—0
Human Motion Prediction, Reconstruction, and Generation—0
SayAnything: Audio-Driven Lip Synchronization with Conditional Video Diffusion—0
FloVD: Optical Flow Meets Video Diffusion Model for Enhanced Camera-Controlled Video Synthesis—0
MotionPCM: Real-Time Motion Synthesis with Phased Consistency Model—0
FlexMotion: Lightweight, Physics-Aware, and Controllable Human Motion Generation—0
KETA: Kinematic-Phrases-Enhanced Text-to-Motion Generation via Fine-grained AlignmentCode0
LS-GAN: Human Motion Synthesis with Latent-space GANs—0
SyncDiff: Synchronized Motion Diffusion for Multi-Body Human-Object Interaction Synthesis—0
Broadband Ground Motion Synthesis by Diffusion Model with Minimal Condition—0
SCENIC: Scene-aware Semantic Navigation with Instruction-guided Control—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
It Takes Two: Real-time Co-Speech Two-person's Interaction Generation via Reactive Auto-regressive Diffusion Model—0
Diffusion Implicit Policy for Unpaired Scene-aware Motion Synthesis—0
DisCoRD: Discrete Tokens to Continuous Motion via Rectified Flow Decoding—0
BiPO: Bidirectional Partial Occlusion Network for Text-to-Motion Synthesis—0
XR-MBT: Multi-modal Full Body Tracking for XR through Self-Supervision with Learned Depth Point Cloud Registration—0
I2VControl: Disentangled and Unified Video Motion Synthesis Control—0
KinMo: Kinematic-aware Human Motion Understanding and Generation—0
Decoupling Training-Free Guided Diffusion by ADMM—0
Lodge++: High-quality and Long Dance Generation with Vivid Choreography Patterns—0
LEAD: Latent Realignment for Human Motion Diffusion—0
Versatile Motion Language Models for Multi-Turn Interactive Agents—0
Towards a GENEA Leaderboard -- an Extended, Living Benchmark for Evaluating and Advancing Conversational Motion Synthesis—0
DartControl: A Diffusion-Based Autoregressive Motion Model for Real-Time Text-Driven Motion Control—0
Unimotion: Unifying 3D Human Motion Synthesis and Understanding—0
LawDNet: Enhanced Audio-Driven Lip Synthesis via Local Affine Warping DeformationCode0
Dynamic Motion Synthesis: Masked Audio-Text Conditioned Spatio-Temporal Transformers—0
Story3D-Agent: Exploring 3D Storytelling Visualization with Large Language Models—0
TextIM: Part-aware Interactive Motion Synthesis from Text—0
Scalable Group Choreography via Variational Phase Manifold Learning—0
Local Action-Guided Motion Diffusion Model for Text-to-Motion Generation—0
Infinite Motion: Extended Motion Generation via Long Text Instructions—0
FreeMotion: MoCap-Free Human Motion Synthesis with Multimodal Large Language Models—0
Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wild—0
MoLA: Motion Generation and Editing with Latent Diffusion Enhanced by Adversarial Training—0
Towards Practical Single-shot Motion Synthesis—0
FreeMotion: A Unified Framework for Number-free Text-to-Motion Synthesis—0
Shape Conditioned Human Motion Generation with Diffusion Model—0
OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completion—0
Contact-aware Human Motion Generation from Textual Descriptions—0
Generative Motion Stylization of Cross-structure Characters within Canonical Motion Space—0
Scaling Up Dynamic Human-Scene Interaction Modeling—0
Harmonious Group Choreography with Trajectory-Controllable Diffusion—0
DEMOS: Dynamic Environment Motion Synthesis in 3D Scenes via Local Spherical-BEV Perception—0
Gaussian Splashing: Unified Particles for Versatile Motion Synthesis and Rendering—0
EgoGen: An Egocentric Synthetic Data Generator—0
Multi-Track Timeline Control for Text-Driven 3D Human Motion Generation—0
AvatarGPT: All-in-One Framework for Motion Understanding Planning Generation and Beyond—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