SOTAVerified

Physical Simulations

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 100 papers

TitleStatusHype
ClimateNeRF: Extreme Weather Synthesis in Neural Radiance FieldCode1
Exploring Physical Latent Spaces for High-Resolution Flow Restoration—0
Efficient Learning of Mesh-Based Physical Simulation with BSMS-GNNCode1
Wavelet-based Loss for High-frequency Interface Dynamics—0
Neural Posterior Estimation with Differentiable Simulators—0
LiDAR Snowfall Simulation for Robust 3D Object DetectionCode2
φ-SfT: Shape-from-Template with a Physics-Based Deformation ModelCode1
Simulating Liquids with Graph Networks—0
E-LMC: Extended Linear Model of Coregionalization for Spatial Field Prediction—0
Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature—0
f-SfT: Shape-From-Template With a Physics-Based Deformation ModelCode1
Constraint-based graph network simulator—0
ClimART: A Benchmark Dataset for Emulating Atmospheric Radiative Transfer in Weather and Climate ModelsCode1
A Rate-Distortion Framework for Explaining Black-box Model Decisions—0
CARL: A Benchmark for Contextual and Adaptive Reinforcement LearningCode1
CaTGrasp: Learning Category-Level Task-Relevant Grasping in Clutter from SimulationCode1
Physics-based Deep LearningCode2
Fog Simulation on Real LiDAR Point Clouds for 3D Object Detection in Adverse WeatherCode1
SuperCaustics: Real-time, open-source simulation of transparent objects for deep learning applicationsCode1
HuBeRo - a Framework to Simulate Human Behaviour in Robot ResearchCode0
Update 3.0 to “PuMA: The Porous Microstructure Analysis software”Code1
Amortized Synthesis of Constrained Configurations Using a Differentiable SurrogateCode0
Real-time Pose and Shape Reconstruction of Two Interacting Hands With a Single Depth Camera—0
Knowledge- and Data-driven Services for Energy Systems using Graph Neural Networks—0
A Taylor Based Sampling Scheme for Machine Learning in Computational Physics—0
Frequency-aware Interface Dynamics with Generative Adversarial Networks—0
PBNS: Physically Based Neural Simulator for Unsupervised Garment Pose Space DeformationCode1
Bayesian Neural Ordinary Differential Equations—0
Efficient nonlinear manifold reduced order model—0
ξ-torch: differentiable scientific computing libraryCode1
A fast and accurate physics-informed neural network reduced order model with shallow masked autoencoder—0
Can I Pour into It? Robot Imagining Open Containability Affordance of Previously Unseen Objects via Physical SimulationsCode1
In-Distribution Interpretability for Challenging Modalities—0
METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials DesignCode1
CoolMomentum: A Method for Stochastic Optimization by Langevin Dynamics with Simulated AnnealingCode0
Isometric Transformation Invariant and Equivariant Graph Convolutional NetworksCode1
DeePore: a deep learning workflow for rapid and comprehensive characterization of porous materialsCode1
Molecular Insights from Conformational Ensembles via Machine LearningCode1
Embedding physics domain knowledge into a Bayesian network enables layer-by-layer process innovation for photovoltaicsCode1
Compressive MRI quantification using convex spatiotemporal priors and deep auto-encodersCode1
3D mesh processing using GAMer 2 to enable reaction-diffusion simulations in realistic cellular geometriesCode0
DiffTaichi: Differentiable Programming for Physical SimulationCode1
Is That a Chair? Imagining Affordances Using Simulations of an Articulated Human BodyCode1
Local Geometric Indexing of High Resolution Data for Facial Reconstruction from Sparse Markers—0
Multi-Fidelity Black-Box Optimization with Hierarchical Partitions—0
Physics-driven Fire Modeling from Multi-view ImagesCode0
Predicting Natural Hazards with Neuronal Networks—0
Complete End-To-End Low Cost Solution To a 3D Scanning System with Integrated Turntable—0
UnrealCV: Connecting Computer Vision to Unreal EngineCode0
Measurement of refractive index of single microparticlesCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HOOD_OuterChamfer (cm)5.36—Unverified
2PBNS_DressChamfer (cm)4.87—Unverified
3PBNS_OuterChamfer (cm)4.86—Unverified
4NCS_OuterChamfer (cm)4.74—Unverified
5NCS_DressChamfer (cm)4.55—Unverified
6HOOD_DressChamfer (cm)4.29—Unverified
7PBNS_UpperChamfer (cm)2.69—Unverified
8HOOD_UpperChamfer (cm)2.67—Unverified
9NCS_UpperChamfer (cm)2.11—Unverified
10HOOD_LowerChamfer (cm)2.07—Unverified