datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
RamanBench
RamanBench Dataset Mirror
⚠️ RESEARCH MIRROR ONLY — All datasets are provided for research/educational purposes. Original copyrights remain with original authors. See Sources & Licenses below.
A unified mirror of 87 Raman spectroscopy datasets from the RamanBench benchmark. Wide-format Parquet files for fast, reliable access.
Quick Start
from raman_bench import RamanBenchmark
# Fast mirror access (default)
bench = RamanBenchmark(… See the full description on the dataset page: https://huggingface.co/datasets/HTW-KI-Werkstatt/RamanBench.hyper-bot-datapolymarket_bot_datakalshi_bot_datadroid_1.0.1npb_data_appRamanSpectraBioprocessAnalystesTimegate
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesTimegate.ramen_benchmark_jp_beirThis is a copy of https://huggingface.co/datasets/jinaai/ramen_benchmark_jp reformatted into the BEIR format. For any further information like license, please refer to the original dataset.
Disclaimer
This dataset may contain publicly available images or text data. All data is provided for research and educational purposes only. If you are the rights holder of any content and have concerns regarding intellectual property or copyright, please contact us at "support-data (at) jina.ai"… See the full description on the dataset page: https://huggingface.co/datasets/jinaai/ramen_benchmark_jp_beir.RamanSpectraBioprocessAnalystesKaiser
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesKaiser.RamanSpectraBioprocessAnalystesTornado
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesTornado.liberoground_100_low_100_highground_resizedRamanSpectraBioprocessAnalystesTec5
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesTec5.RamanSpectraBioprocessAnalystesAnton532
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesAnton532.RamanSpectraBioprocessAnalystesAnton785
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesAnton785.RamanSpectraBioprocessAnalystesMetrohm
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesMetrohm.ramanv-tts-cleanRamanSpectraBioprocessAnalystesMettlerToledo
Dataset Overview
This dataset contains Raman spectra of mixtures of glucose, sodium acetate, and magnesium sulfate. It is part of a series of 8 datasets that use eight different spectrometers that measure nearly the same samples. Some datasets have a bit more samples than others. Each spectrum is paired with ground truth concentration labels verified by enzymatic assays, reflecting the concentration ranges typically found in E. coli fermentation processes.
Target… See the full description on the dataset page: https://huggingface.co/datasets/chlange/RamanSpectraBioprocessAnalystesMettlerToledo.RamanSpectraEthanolicYeastFermentations
Dataset Card for Raman and NMR Spectra from Continuous Ethanolic Fermentation of Immobilized Yeast
Dataset Details
Dataset Description
This dataset contains Raman spectra acquired during the continuous ethanolic fermentation of sucrose using Saccharomyces cerevisiae (Baker's yeast). To facilitate continuous processing and high-quality optical measurements, the yeast cells were immobilized in calcium alginate beads.
The data covers process monitoring from two… See the full description on the dataset page: https://huggingface.co/datasets/HTW-KI-Werkstatt/RamanSpectraEthanolicYeastFermentations.RamanSpectraRalstoniaFermentations
Dataset Overview
This dataset contains Raman spectra (both real and synthetic) recorded during the batch cultivation of Ralstonia eutropha. The primary focus is the monitoring of the biodegradable copolymer poly(hydroxybutyrate-co-hydroxyhexanoate) [P(HB-co-HHx)].
Target Parameters and Composition
The dataset tracks the synthesis of the P(HB-co-HHx) copolymer and the metabolic state of the cultivation, focusing on the following key metrics:
Cell Dry Weight [g/L]: Total… See the full description on the dataset page: https://huggingface.co/datasets/HTW-KI-Werkstatt/RamanSpectraRalstoniaFermentations.rampnet-benchmark
RampNet Benchmark Imagery
⚠️ This benchmark is not part of the RampNet paper
It did not exist when RampNet was published. The paper's tag,
v1.0-iccv2025 (August 2025),
contains no benchmark/ directory at all — its evaluation was a 1,000-panorama manually
labeled gold set (manual_labels/, imagery in
rampnet-dataset), drawn from
the same three training cities.
These 9 city splits were built eleven months later, between 2026-07-22 and 2026-08-01, as
post-publication… See the full description on the dataset page: https://huggingface.co/datasets/projectsidewalk/rampnet-benchmark.delta_xyz_finalfractal_eulerThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "google_robot",
"total_episodes": 87212,
"total_frames": 3786400,
"total_tasks": 599,
"chunks_size": 1000,
"fps": 3,
"splits": {
"train": "0:87212"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4"… See the full description on the dataset page: https://huggingface.co/datasets/FT-LLM-2026-RAMEN/fractal_euler.b601_pick_place_cleanThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "b601_follower",
"total_episodes": 21,
"total_frames": 12600,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:21"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/ramalamadingdong/b601_pick_place_clean.russia_housingpb-puzzle-ramp-sort-v1
PB Puzzle Ramp Sort V1
This dataset is part of the IMBench suite,
distributed in the LeRobot v3.0 format.
Overview
Episodes
10
Total frames
17405
FPS
100
Robot
Panda
Cameras
2 (rgb_exo_bird_cam, rgb_gripper_cam)
Visualize
Browse episodes interactively in the LeRobot Visualizer:
→ https://lerobot-visualize-dataset.hf.space/imbench/pb-puzzle-ramp-sort-v1/episode_0
Load with LeRobot
from… See the full description on the dataset page: https://huggingface.co/datasets/imbench/pb-puzzle-ramp-sort-v1.pc_ram_franka_osc.jointpos_15hz_20260907This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "assembly.pc_ram.franka.osc",
"total_episodes": 600,
"total_frames": 1053222,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 65,
"fps": 15,
"splits": {
"train": "0:600"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/EmbodiedSWE/pc_ram_franka_osc.jointpos_15hz_20260907.sl-multi-embeddings-results-40-mistral-selfcircuitkit-jailbreak-steering-qwen2.5-1.5b-results