SOTAVerified

Motion Forecasting

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

Papers

Showing 150 of 205 papers

TitleStatusHype
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous DrivingCode3
SIMPL: A Simple and Efficient Multi-agent Motion Prediction Baseline for Autonomous DrivingCode3
MoMask: Generative Masked Modeling of 3D Human MotionsCode3
QCNeXt: A Next-Generation Framework For Joint Multi-Agent Trajectory PredictionCode2
Motion Forecasting in Continuous DrivingCode2
Query-Centric Trajectory PredictionCode2
Frozen Transformers in Language Models Are Effective Visual Encoder LayersCode2
Multi-Modal Fusion Transformer for End-to-End Autonomous DrivingCode2
Toward Unified Practices in Trajectory Prediction Research on Bird's-Eye-View DatasetsCode2
Forecast-MAE: Self-supervised Pre-training for Motion Forecasting with Masked AutoencodersCode2
Wayformer: Motion Forecasting via Simple & Efficient Attention NetworksCode2
BAD: Bidirectional Auto-regressive Diffusion for Text-to-Motion GenerationCode2
HiVT: Hierarchical Vector Transformer for Multi-Agent Motion PredictionCode2
DeMo: Decoupling Motion Forecasting into Directional Intentions and Dynamic StatesCode2
trajdata: A Unified Interface to Multiple Human Trajectory DatasetsCode2
Visual Point Cloud Forecasting enables Scalable Autonomous DrivingCode2
Argoverse 2: Next Generation Datasets for Self-Driving Perception and ForecastingCode2
Multi-Agent Trajectory Prediction with Difficulty-Guided Feature Enhancement NetworkCode2
CORE4D: A 4D Human-Object-Human Interaction Dataset for Collaborative Object REarrangementCode2
Best Practices for 2-Body Pose ForecastingCode1
Annealed Winner-Takes-All for Motion ForecastingCode1
MotionLM: Multi-Agent Motion Forecasting as Language ModelingCode1
Massively Multi-Person 3D Human Motion Forecasting with Scene ContextCode1
Learning Lane Graph Representations for Motion ForecastingCode1
M3CAD: Towards Generic Cooperative Autonomous Driving BenchmarkCode1
MoDAR: Using Motion Forecasting for 3D Object Detection in Point Cloud SequencesCode1
MDMP: Multi-modal Diffusion for supervised Motion Predictions with uncertaintyCode1
Raising context awareness in motion forecastingCode1
INT2: Interactive Trajectory Prediction at IntersectionsCode1
DenseTNT: End-to-end Trajectory Prediction from Dense Goal SetsCode1
Improving Movement Predictions of Traffic Actors in Bird's-Eye View Models using GANs and Differentiable Trajectory RasterizationCode1
MultiPath++: Efficient Information Fusion and Trajectory Aggregation for Behavior PredictionCode1
Are socially-aware trajectory prediction models really socially-aware?Code1
Efficient Baselines for Motion Prediction in Autonomous DrivingCode1
Context-based Interpretable Spatio-Temporal Graph Convolutional Network for Human Motion ForecastingCode1
NuPlan: A closed-loop ML-based planning benchmark for autonomous vehiclesCode1
Contact-aware Human Motion ForecastingCode1
Learning Cooperative Trajectory Representations for Motion ForecastingCode1
GaitForeMer: Self-Supervised Pre-Training of Transformers via Human Motion Forecasting for Few-Shot Gait Impairment Severity EstimationCode1
Energy-based Potential Games for Joint Motion Forecasting and ControlCode1
GANet: Goal Area Network for Motion ForecastingCode1
Large Language Models Powered Context-aware Motion Prediction in Autonomous DrivingCode1
Motion Style Transfer: Modular Low-Rank Adaptation for Deep Motion ForecastingCode1
Exploring Attention GAN for Vehicle Motion PredictionCode1
Expressive Forecasting of 3D Whole-body Human MotionsCode1
Are We Ready for Vision-Centric Driving Streaming Perception? The ASAP BenchmarkCode1
Towards Motion Forecasting with Real-World Perception Inputs: Are End-to-End Approaches Competitive?Code1
Forecast-PEFT: Parameter-Efficient Fine-Tuning for Pre-trained Motion Forecasting ModelsCode1
CRAT-Pred: Vehicle Trajectory Prediction with Crystal Graph Convolutional Neural Networks and Multi-Head Self-AttentionCode1
Forecasting from LiDAR via Future Object DetectionCode1
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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