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Physical Simulations datasets

archive 2025-07-28

15 datasets carry the task tag "Physical Simulations" (the task itself: Physical Simulations), ordered by the archive's paper count. Page 1 of 1: 15 shown of 15. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Physical Simulations 15

Physical Simulations datasets 1–15 of 15

ABC Dataset
The ABC Dataset is a collection of one million Computer-Aided Design (CAD) models for research of geometric deep learning methods and applications.
3DObject Detection3D ReconstructionSingle-View 3D ReconstructionPhysical SimulationsRegion Proposal
104 papers · 0 benchmarks
4D-DRESS (A 4D Dataset of Real-world Human Clothing with Semantic Annotations)
4D-DRESS is the first real-world 4D dataset of human clothing, capturing 64 human outfits in more than 520 motion sequences.
Videos3D3d meshes3D Human ReconstructionHuman ParsingPhysical SimulationsGarment Reconstruction
23 papers · 4 benchmarks
PlasticineLab
PasticineLab is a differentiable physics benchmark, which includes a diverse collection of soft body manipulation tasks.
EnvironmentPhysical Simulations
16 papers · 0 benchmarks
CAMELS Multifield Dataset
CMD is a publicly available collection of hundreds of thousands 2D maps and 3D grids containing different properties of the gas, dark matter, and stars from more than 2,000 different universes.
Images3DPhysics3D Object Super-ResolutionPhysical SimulationsMulti-target regressionPhysics-informed machine learning
6 papers · 0 benchmarks
ClimART (Climate Atmospheric Radiative Transfer)
Numerical simulations of Earth's weather and climate require substantial amounts of computation.
EnvironmentPhysicsPhysical Simulations
4 papers · 0 benchmarks
DrivAerNet (A Parametric Car Dataset for Data-driven Aerodynamic Design and Graph-Based Drag Prediction)
DrivAerNet is a large-scale, high-fidelity CFD dataset of 3D industry-standard car shapes designed for data-driven aerodynamic design.
3DPoint cloudTabular3d meshesPhysicsGraph RegressionPhysical Simulations3D Shape Modeling3D Geometry Prediction3D Anomaly Detection and SegmentationParameter Prediction+2 tasks
4 papers · 0 benchmarks
2D site-percolation threshold (Daniel García Solla)
The dataset is a .h5 file comprised of entries with keys of the form (n,m), denoting the dimensions of the system matrix on which the simulations have been performed.
PhysicsPhysical Simulations
2 papers · 0 benchmarks
2D_NACA_RANS
Dataset of low fidelity resolutions of the RANS equations over airfoils.
GraphsPoint cloudPhysicsPhysical Simulations
1 paper · 0 benchmarks
3D Flow Shapes
The dataset consists of high-resolution three-dimensional (3D) turbulent flow simulations.
VideosTime seriesPhysical SimulationsNeural Network simulationLiquid Simulation
1 paper · 0 benchmarks
A Simulated 4-DOF Ship Motion Dataset for System Identification under Environmental Disturbances
This dataset contains data of 125 1-hour simulations of ship motion during various sea states performing random maneuvers in 4 degrees of freedom (surge-sway-yaw-roll).
Time seriesTime Series AnalysisPhysical Simulations
1 paper · 0 benchmarks
CGNE-Snowflakes
An image sequence dataset of growing snowflakes in HDF5 format.
ImagesTime seriesPhysical Simulations
1 paper · 0 benchmarks
Dataset and Model Weights for Plasma Sheet Model Graph Network Simulator
Simulation data and pre-trained Graph Neural Network (GNN) models produced in [1].
PhysicsPhysical Simulations
1 paper · 0 benchmarks
Expressive Gaussian mixture models for high-dimensional statistical modelling: simulated data and neural network model files
Neural network model files and Madgraph event generator outputs used as inputs to the results presented in the paper "Learning to discover: expressive Gaussian mixture models for multi-dimensional simulation and parameter inference in the…
PhysicsPhysical SimulationsPhysics-informed machine learning
1 paper · 0 benchmarks
Mechanical Metamaterial: Square Array of Circular Holes Under Deformation
This repository contains data for a research project involving graph neural networks (GNNs) applied to mechanical metamaterials and their deformations.
GraphsPhysical Simulations
1 paper · 0 benchmarks
Workshop Tools Dataset
Workshop Tools Dataset Motivated by the need for a dataset that also includes inertial information about the objects, we contribute the following dataset.
Physical Simulations3D Part Segmentation
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.