datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
sensorless-torque-controlVanGogh_vs_TreeOilPainting_Torque_Brushstroke_Dynamics_EnergyField_Phase2_2026🚪 Quick Entry: Start Here
What is this dataset (in 2 sentences)
This dataset is not about what a painting looks like.
It is about what physically created it.
Instead of pattern recognition, this system forces AI to perform causal reasoning based on force, motion, and energy encoded in brushstrokes.
What you can do here
With this dataset, you can:
Reconstruct brushstroke motion from a static image
Infer pressure, torque, and stroke velocity
Test whether an AI… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/VanGogh_vs_TreeOilPainting_Torque_Brushstroke_Dynamics_EnergyField_Phase2_2026.The_Starry_Night_vs_TreeOilPainting_Brushstroke_18Tech_TorqueForensics🌌 The Starry Night vs Tree Oil Painting – Brushstroke & Torque Forensics (18 Techniques)
This dataset presents a detailed forensic comparison between The Starry Night (1889) by Vincent van Gogh and The Tree Oil Painting, a mysterious 19th-century artwork under long-term investigation. Using AI-driven brushstroke analysis—known as the 18 Supreme Techniques—the dataset visualizes and quantifies torque, motion vectors, and wrist energy to evaluate stylistic coherence between the two paintings.… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/The_Starry_Night_vs_TreeOilPainting_Brushstroke_18Tech_TorqueForensics.TORQUERubens_SuspectedSelfPortrait_Analyzed_by_18SupremeTechniques_and_TorqueEvidenceREADME – Rubens Suspected Self-Portrait (c.1622)
AI Forensic Analysis using 18 Supreme Techniques & Torque Evidence
Last updated: June 29, 2025
By: HaruthaiAi | AI Sunny
⚠️ Context and Disclosure
The creator of this dataset, Haruthai Mongbunsri, is not the owner of the suspected painting. This dataset was created upon request from a private collector who possesses a portrait painting suspected — but not attributed — to Peter Paul Rubens.
The purpose of this release is not to… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/Rubens_SuspectedSelfPortrait_Analyzed_by_18SupremeTechniques_and_TorqueEvidence.task388_torque_token_classification
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task388_torque_token_classification
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks}… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task388_torque_token_classification.TreeOil_vs_VanGogh_ParsonageGarden1885_TorqueBrush_18Tech_AIForensicStudy🧠 TreeOil vs Van Gogh – The Parsonage Garden (1885)
🎨 TorqueBrush 18-Tech AI Forensic Study
📁 Dataset: TreeOil_vs_VanGogh_ParsonageGarden1885_TorqueBrush_18Tech_AIForensicStudy
📌 Overview
This dataset presents a scientific forensic comparison between:
Vincent van Gogh’s The Parsonage Garden at Nuenen in the Snow (1885)
and the undated Tree Oil Painting, currently under investigation
Using 18 distinct AI techniques coded in Google Colab, this study applies forensic brushstroke analysis… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/TreeOil_vs_VanGogh_ParsonageGarden1885_TorqueBrush_18Tech_AIForensicStudy.task389_torque_generate_temporal_question
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task389_torque_generate_temporal_question
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task389_torque_generate_temporal_question.TORQUE
TORQUE: Table Oriented Reconstruction and Question-answering Upon dEvanagari
Curated Benchmark
TORQUE — Table Oriented Reconstruction and Question-answering Upon dEvanagari —is a curated Hindi benchmark for evaluating:
Hindi Table Reconstruction, and
Hindi Tabular Visual Question Answering (Hindi TabVQA)
It provides a comprehensive testbed for evaluating Vision-Language Models (VLMs) and OCR-based pipelines in Devanagari-script contexts. The dataset includes both… See the full description on the dataset page: https://huggingface.co/datasets/bharatgenai/TORQUE.task390_torque_text_span_selection
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task390_torque_text_span_selection
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks}… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task390_torque_text_span_selection.TreeOil_vs_VanGogh_HumanOrigin_TorqueFoundation_VisualSelection_2015_2018
🌳 TreeOil vs. Van Gogh – Human-Origin Torque Foundation: Visual Selection (2015–2018)
📘 Overview
This dataset contains 149 visual frames compiled between 2015 and 2018 by an independent researcher from Thailand. It explores the possibility that an unknown oil painting — referred to as The Tree Oil Painting — may have been painted by Vincent van Gogh or a similarly skilled hand.
The dataset includes comparative visual evidence, botanical photography, pigment analysis… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/TreeOil_vs_VanGogh_HumanOrigin_TorqueFoundation_VisualSelection_2015_2018.20260306_VR_H31_bodyshop_place_part2_correction_stereo_rvt_exclude_torque_speedup1paper2_torqueVanGogh_Seascape1888_TorqueBrush_ParquetOfficialVan Gogh – The Seascape at Saintes-Maries (1888)
A Stylistic Twin to The Tree Oil Painting
🧭 Meta-Authenticity Framework
This dataset is part of a new verification paradigm known as the Meta-Authenticity Framework — a post-institutional approach that treats the painting’s physical body (X-ray torque, pigment fingerprint, decay trace) as its own witness.
Unlike traditional systems relying on centralized authority, this framework invites open federated AI validation, scientific transparency… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/VanGogh_Seascape1888_TorqueBrush_ParquetOfficial.dual_camera_torque_demo_fixedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "rosmaster",
"total_episodes": 1,
"total_frames": 1572,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/NLTuan/dual_camera_torque_demo_fixed.dual_camera_torque_demoThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "rosmaster",
"total_episodes": 1,
"total_frames": 225,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 5,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/NLTuan/dual_camera_torque_demo.VanGogh_Seascape_StMaries_1888_TorqueBrush_AnalysisVan Gogh – The Seascape at Saintes-Maries (1888)
A Stylistic Twin to The Tree Oil Painting
Overview
This dataset presents a focused comparative study of The Seascape at Saintes-Maries (1888), an officially recognized work by Vincent van Gogh that exhibits an extraordinarily distinctive brushstroke pattern—explosive, unstructured, and emotionally raw. Internally referred to by the researcher as "the blown-apart boat" (เรือกระจุย), this nickname does not refer to the boat itself, which serves as… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/VanGogh_Seascape_StMaries_1888_TorqueBrush_Analysis.eval_torque_enabled_robot_2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100_follower",
"total_episodes": 1,
"total_frames": 234,
"total_tasks": 1,
"total_videos": 1,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/adungus/eval_torque_enabled_robot_2.dual_camera_torque_demo_v2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "rosmaster",
"total_episodes": 1,
"total_frames": 1145,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/NLTuan/dual_camera_torque_demo_v2.torque_recording_testThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "rosmaster",
"total_episodes": 1,
"total_frames": 516,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/NLTuan/torque_recording_test.dual_camera_torque_30fpsThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "rosmaster",
"total_episodes": 1,
"total_frames": 1110,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/NLTuan/dual_camera_torque_30fps.dual_camera_torque_demo_originalThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "rosmaster",
"total_episodes": 1,
"total_frames": 743,
"total_tasks": 1,
"total_videos": 2,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/NLTuan/dual_camera_torque_demo_original.torque-wrench-value-4eval_torque_enabled_robot_1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so100_follower",
"total_episodes": 1,
"total_frames": 245,
"total_tasks": 1,
"total_videos": 1,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/adungus/eval_torque_enabled_robot_1.TreeOil_vs_VanGogh_TheLargePlaneTrees1889_TorquePigmentMatch_98.89📘 README – TreeOil vs. Van Gogh "The Large Plane Trees" (1889)
🧠 Overview
This dataset presents a hybrid analysis of the Tree Oil Painting compared to Vincent van Gogh's The Large Plane Trees (1889), using a combination of advanced brushstroke AI matching (18 Supreme Techniques) and scientific pigment verification.
The central goal of this project is not just to evaluate visual similarity, but to explore gesture logic, pigment decay, torque energy, and historical context—ultimately asking:… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/TreeOil_vs_VanGogh_TheLargePlaneTrees1889_TorquePigmentMatch_98.89.torque-wrench-v6VanGogh_Roses1890_vs_TreeOil_TorqueBrush_18Tech_Analysis🌹 Van Gogh Roses (1890) — Full Comparative AI Forensics with The Tree Oil Painting
🌐 Overview
This dataset is the 2025 complete forensic study of Vincent van Gogh’s Roses (1890), analyzed in comparison with the anonymous Tree Oil Painting.
It builds upon a research journey from 2015 to 2025, combining manual art-historical methods with AI-based brushstroke forensics.
The dataset contains a 23-page PDF report, where each page has been extracted into high-resolution PNG images for clarity.… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/VanGogh_Roses1890_vs_TreeOil_TorqueBrush_18Tech_Analysis.dual_camera_torque_demo_original_torque_corrected
Torque-Corrected LeRobot Dataset
This dataset represents a corrected version of NLTuan/dual_camera_torque_demo_original with comprehensive torque control analysis and corrections applied.
Analysis Results
Phase 1: Observation Spike Detection
507 observation spikes detected using multiple detection methods:
90-degree reset detection (sensor errors)
Sudden movement detection (impossible large changes)
Statistical outlier detection (deviations from local… See the full description on the dataset page: https://huggingface.co/datasets/NLTuan/dual_camera_torque_demo_original_torque_corrected.TreeOil_Torque_vs_WheatField_Xray_AI_Forensics
TreeOil_Torque_vs_WheatField_Xray_AI_Forensics
This dataset presents a full AI-driven forensic comparison between The Tree Oil Painting and Vincent van Gogh’s Wheat Field with Cypresses (1889), integrating brushstroke torque analysis, X-ray underlayers, and rhythm-based neural models.
Human Visual Warning:When closely observing the Wheat Field painting, its surface appears unnaturally smooth and glossy — visually resembling a plastic coating. This is not an accusation, but a… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/TreeOil_Torque_vs_WheatField_Xray_AI_Forensics.PeasantWoman_XrayHiddenPortrait_vs_TreeOil_TorqueGestureSet
🧠 Peasant Woman Portrait (X-ray, Hidden Layer) vs Tree Oil Painting – Torque Gesture Comparative Analysis
This dataset presents a deep comparative analysis between a hidden underpainting portrait of a peasant woman found beneath Vincent van Gogh’s “Patch of Grass” and the Tree Oil Painting, focusing on torque field structure, gesture rhythm, and stroke dynamics.
🖼️ Image Layers and Source
X-ray Portrait Source:Peasant Woman hidden underpainting beneath Patch of Grass… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/PeasantWoman_XrayHiddenPortrait_vs_TreeOil_TorqueGestureSet.