SOTAVerified

Motion Forecasting

Motion forecasting is the task of predicting the location of a tracked object in the future

Papers

Showing 51100 of 205 papers

TitleStatusHype
Contact-aware Human Motion ForecastingCode1
Forecast-PEFT: Parameter-Efficient Fine-Tuning for Pre-trained Motion Forecasting ModelsCode1
Raising context awareness in motion forecastingCode1
Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory PredictionCode1
MultiPath++: Efficient Information Fusion and Trajectory Aggregation for Behavior PredictionCode1
Are socially-aware trajectory prediction models really socially-aware?Code1
Large Language Models Powered Context-aware Motion Prediction in Autonomous DrivingCode1
GANet: Goal Area Network for Motion ForecastingCode1
Motron: Multimodal Probabilistic Human Motion ForecastingCode1
Towards Motion Forecasting with Real-World Perception Inputs: Are End-to-End Approaches Competitive?Code1
Exploring Attention GAN for Vehicle Motion PredictionCode1
Towards Streaming PerceptionCode1
MoDAR: Using Motion Forecasting for 3D Object Detection in Point Cloud SequencesCode1
CausalAgents: A Robustness Benchmark for Motion Forecasting using Causal RelationshipsCode1
MotionLM: Multi-Agent Motion Forecasting as Language ModelingCode1
Scene-aware Human Motion Forecasting via Mutual Distance PredictionCode1
Learning Lane Graph Representations for Motion ForecastingCode1
Peeking into the Future: Predicting Future Person Activities and Locations in VideosCode1
Motion Style Transfer: Modular Low-Rank Adaptation for Deep Motion ForecastingCode1
Generative Causal Representation Learning for Out-of-Distribution Motion ForecastingCode0
Deep Predictive Motion Tracking in Magnetic Resonance Imaging: Application to Fetal ImagingCode0
Words in Motion: Extracting Interpretable Control Vectors for Motion TransformersCode0
Argoverse: 3D Tracking and Forecasting with Rich MapsCode0
Using Motion Forecasting for Behavior-Based Virtual Reality (VR) AuthenticationCode0
Valeo4Cast: A Modular Approach to End-to-End ForecastingCode0
Structured Prediction Helps 3D Human Motion ModellingCode0
ADM: Accelerated Diffusion Model via Estimated Priors for Robust Motion Prediction under UncertaintiesCode0
Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction RepresentationsCode0
JointMotion: Joint Self-Supervision for Joint Motion PredictionCode0
Staged Contact-Aware Global Human Motion ForecastingCode0
ILNet: Trajectory Prediction with Inverse Learning Attention for Enhancing Intention CaptureCode0
One More Check: Making "Fake Background" Be Tracked AgainCode0
Human Motion Prediction via Spatio-Temporal InpaintingCode0
One Thousand and One Hours: Self-driving Motion Prediction DatasetCode0
RetroMotion: Retrocausal Motion Forecasting Models are InstructableCode0
Hierarchical Light Transformer Ensembles for Multimodal Trajectory ForecastingCode0
Application of Graph Convolutions in a Lightweight Model for Skeletal Human Motion ForecastingCode0
The Trajectron: Probabilistic Multi-Agent Trajectory Modeling With Dynamic Spatiotemporal GraphsCode0
TrajFlow: A Generative Framework for Occupancy Density Estimation Using Normalizing FlowsCode0
GoIRL: Graph-Oriented Inverse Reinforcement Learning for Multimodal Trajectory Prediction0
GOHOME: Graph-Oriented Heatmap Output for future Motion Estimation0
GazeMotion: Gaze-guided Human Motion Forecasting0
FutureNet-LOF: Joint Trajectory Prediction and Lane Occupancy Field Prediction with Future Context Encoding0
Future Does Matter: Boosting 3D Object Detection with Temporal Motion Estimation in Point Cloud Sequences0
Deep Multi-Task Learning for Joint Localization, Perception, and Prediction0
Future-Aware Interaction Network For Motion Forecasting0
Decoder Fusion RNN: Context and Interaction Aware Decoders for Trajectory Prediction0
Bootstrap Motion Forecasting With Self-Consistent Constraints0
Fooling Neural Networks for Motion Forecasting via Adversarial Attacks0
Map-Free Trajectory Prediction with Map Distillation and Hierarchical Encoding0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1WSTbrier-minFDE (K=6)26.41Unverified
2BaseballBrobrier-minFDE (K=6)24.35Unverified
3Constant velocity map priorbrier-minFDE (K=6)23.39Unverified
4DQSbrier-minFDE (K=6)12.88Unverified
5xjtub09brier-minFDE (K=6)11.46Unverified
6suubrier-minFDE (K=6)9.51Unverified
7yellowtaxibrier-minFDE (K=6)8.86Unverified
8Online_CLbrier-minFDE (K=6)8.75Unverified
9RuShengbrier-minFDE (K=6)8.38Unverified
10mmmdddbrier-minFDE (K=6)8.26Unverified