datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
remote-sensing-sft-data
RSCoVLM: Co-Training Vision Language Models for Remote Sensing Multi-task Learning
Qingyun Li*
Shuran Ma*
Junwei Luo*
Yi Yu*
Yue Zhou
Fengxiang Wang
Xudong Lu
Xiaoxing Wang
Xin He
Yushi Chen
Xue Yang
If you find our work helpful, please consider giving us a ⭐!
ArXiv Paper: https://arxiv.org/abs/2511.21272
Published Paper: https://www.mdpi.com/2072-4292/18/2/222… See the full description on the dataset page: https://huggingface.co/datasets/Qingyun/remote-sensing-sft-data.TIAToolBox_Remote_Samples
LICENSE
No re-distribution allowed.
Purpose
This repository contains publicly available samples used by the TIAToolBox for testing purposes.
Some of these images have been downloaded from [OpenSlide] for code verification purposes.
GitHub Repository: [TIAToolBox]
remote-jobs
Jobicy Remote Jobs
An automatically updated dataset of remote job opportunities published by Jobicy.
The dataset is designed for developers, researchers, analysts, search systems, AI agents, RAG applications, labor-market research, career tools, and other applications that need structured remote-job data.
Data source
The source data comes from the public Jobicy Remote Jobs API:
https://jobicy.com/api/v2/remote-jobs
Each record includes a canonical Jobicy job URL… See the full description on the dataset page: https://huggingface.co/datasets/jobicy/remote-jobs.remote-community-resilience-paper
Resilience in Remote Communities
This repository hosts the simulation output data used in our paper:
Agent-Based Modeling for the Evaluation of Community Resilience In SilicoPaper submitted to Engineering Reports
🔗 Code Repository
Simulation source code is available at:👉 https://github.com/cmudrc/remote-community-resilience-paper
AgiBotWorld-Beta_G1_task_540_Turn_on_and_off_the_TV_with_the_remote_control
agibot_task_540
This dataset converts the AgiBot format uniformly into LeRobot V3.0.
Dataset Statistics
robot_name: G1
end_effector: 夹爪
task: 用遥控器打开和关闭电视
total_episodes: 1143
total_tasks: 1
size: 54G
Dataset Structure
├── data
│ └── chunk-xxx
│ ├── file-xxx.parquet
├── meta
│ ├── episodes
│ │ └── chunk-xxx
│ │ └── file-xxx.parquet
│ ├── info.json
│ ├── stats.json
│ └── tasks.parquet
└── videos
├──… See the full description on the dataset page: https://huggingface.co/datasets/BAAI-DataCube/AgiBotWorld-Beta_G1_task_540_Turn_on_and_off_the_TV_with_the_remote_control.remote_sensing_VQA_multilingual
Remote Sensing VQA — Multilingual
A multilingual counterfactual MCQ dataset built from remote sensing / satellite imagery.
Each row contains a satellite image, two captions (original vs counterfactual), and a multiple-choice question probing whether a VLM follows the image or the misleading text.
Languages
Language
Code
Rows
English
en
50
Hindi
hi
50
Urdu
ur
50
Telugu
te
50
Bahasa Indonesia
id
50
Columns
Column
Type… See the full description on the dataset page: https://huggingface.co/datasets/apart-global-south-hack/remote_sensing_VQA_multilingual.remote-sensing-VQA-benchmark
Adapting Multimodal Large Language Models to Domains via Post-Training (EMNLP 2025)
This repos contains the remote sensing visual instruction tasks for evaluating MLLMs in our paper: On Domain-Specific Post-Training for Multimodal Large Language Models.
The main project page is: Adapt-MLLM-to-Domains
1. Download Data
You can load datasets using the datasets library:
from datasets import load_dataset
# Choose the task name from the list of available tasks
task_name… See the full description on the dataset page: https://huggingface.co/datasets/AdaptLLM/remote-sensing-VQA-benchmark.remote1_TrellisObjImages_1gb_archiveAIRBOT_MMK2_storage_remote_control_clip_box_water_bottle
AIRBOT_MMK2_storage_remote_control_clip_box_water_bottle
📋 Overview
This dataset uses an extended format based on LeRobot and is fully compatible with LeRobot.
Robot Type: discover_robotics_aitbot_mmk2
| Codebase Version: v2.1
End-Effector Type: five_finger_hand
🏠 Scene Types
This dataset covers the following scene types:
home
🤖 Atomic Actions
This dataset includes the following atomic actions:
grasp
pick
place
📊 Dataset Statistics… See the full description on the dataset page: https://huggingface.co/datasets/RoboCOIN/AIRBOT_MMK2_storage_remote_control_clip_box_water_bottle.RemoteSAM_270Kremote-sensing-sample-library-manager
Remote Sensing Sample Library Manager
This repository contains a local desktop tool and its associated sample data for building remote-sensing element datasets from class-organized imagery and vector labels.
Contents
software/
dataset_filter_desktop_app/ # Tkinter desktop tool
data/
huanghekou_202508/ # full generated Huanghekou element dataset
huanghekou_202508_selected/ # selected subset generated by the tool… See the full description on the dataset page: https://huggingface.co/datasets/cuibinge/remote-sensing-sample-library-manager.remote_sensing_db0916_isaacsim_so101_teleop_block_basketball_coca_cola_samsung_tv_remote_control_dataset
0916_isaacsim_so101_teleop_block_basketball_coca_cola_samsung_tv_remote_control_dataset
Successful SO101 manipulation episodes collected in Isaac Sim using teleop collection.
Property
Value
Episodes
200 (50 per target)
Frames
55506
FPS
30
Format
LeRobot v3.0
RGB cameras
front, top, wrist; 512 × 512
Robot state and action
6 joints
Targets
block, basketball, coca_cola, samsung_tv_remote_control
Reproducing the starting layouts… See the full description on the dataset page: https://huggingface.co/datasets/marin6670/0916_isaacsim_so101_teleop_block_basketball_coca_cola_samsung_tv_remote_control_dataset.remote-sensing-change-detection
Remote Sensing Change Detection Dataset
For Chinese documentation, please see README_zh.md
Dataset Description
A specialized dataset for remote sensing change detection research, containing complete image processing pipeline and annotation information. This dataset includes 24 groups of registered and aligned remote sensing image samples, with each group containing 5 different types of image files and corresponding annotation files.
Dataset Features
Data… See the full description on the dataset page: https://huggingface.co/datasets/Mercyiris/remote-sensing-change-detection.remote-sensing-test
Remote Sensing Test Datasets
IC: Image Classification, OD: Object Detection, RC: Region Captioning, GD: Grounding Description, Captions: Captions, VQA:Visual Question Answering
ship_classification_2024_2025
Description
Collection of remotely sensed scenes of cropped boxes for the ship
detection project for Remote Sensing in Grenoble-INP ENSE3 2024/2025.
The boxes that contain or not are contained in the folders ship and
no_ship, respectively.
The related project is available at:
https://gricad-gitlab.univ-grenoble-alpes.fr/piconed/remote-sensing-projects-archive
in the folder projects/2024_2025/08_ship_detection
Credits
Hugo Fournier… See the full description on the dataset page: https://huggingface.co/datasets/remote-sensing-ense3-grenoble-inp/ship_classification_2024_2025.RemoteSAM270kpollution_2024_2025
Description
Dataset of Sentinel-5P acquisitions with the TROPOMI sensor.
Data was collected for the project of pollution monitoring
for the course of remote sensing in ENSE3, Grenoble-INP during
the academic year of 2024/2025.
The dataset contains:
co_canada_2025: CO acquisition in Canada from 01/05/2025 to 08/05/2025
co_paris_2025: CO acquisition in Paris from 10/05/2025 to 14/05/2025
co_random: extra CO acquisitions
no2_paris_2022: NO_2 acquisitions in Paris from 01/05/2022 to… See the full description on the dataset page: https://huggingface.co/datasets/remote-sensing-ense3-grenoble-inp/pollution_2024_2025.pingti_put_remote_con_second_grid_0_20This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "pingti",
"total_episodes": 7,
"total_frames": 3699,
"total_tasks": 1,
"total_videos": 14,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:7"
},
"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/zhenxuan/pingti_put_remote_con_second_grid_0_20.RemoteCLIP
Dataset Description
Images: The raw bytes of the image, which can be read using image processing libraries like PIL.
Texts: A string of text used to describe the content of an image.
Dataset Structure
csv file:
title filename
Many planes are parked next to a long building in an airport. rsicd_airport_1.jpg
Many planes are parked next to a long building in an airport. rsicd_airport_1.jpg
Many planes are parked next to a long building in an airport. rsicd_airport_1.jpg… See the full description on the dataset page: https://huggingface.co/datasets/gzqy1026/RemoteCLIP.vulnsmith-tracesremote_homologyRULER-8192-SmolLM3-11T-32k-v1-remote-coderemote-territory-landuse-11class-v1
MapSpace LSG 2026: Remote Territory 11-Class Land Use
Dataset Details
This dataset contains POI-based land-use estimates for LandScan Global grid cells in Remote Territory. It was generated and is shared by the Geospatial Science and Engineering Division at Oak Ridge National Laboratory.
Curated by: Geospatial Science and Engineering Division, Oak Ridge National Laboratory
Version: v1
License: CC BY 4.0
Geographic coverage: Remote Territory
Spatial grid: 30 arc… See the full description on the dataset page: https://huggingface.co/datasets/MapSpaceORNL/remote-territory-landuse-11class-v1.remote-sensing-VQAremote1_TrellisObjImages_1gb_archiveremote-worker-productivity
Key Features:
Primary Research Focus:
Age vs Productivity correlation
Years of Experience impact on remote work effectiveness
WFH Days per Week optimal balance analysis
Multiple productivity metrics (not just one score)
Dataset Highlights:
1,500 rows - Perfect size for analysis
30+ columns - Rich feature set
Realistic correlations - Built-in meaningful relationships
Clean data - No missing values, proper data types
Multiple target variables - 5 different… See the full description on the dataset page: https://huggingface.co/datasets/nprak26/remote-worker-productivity.georgia-remote-work
Remote vacancies open to Georgia
Aggregate statistics on remote job adverts that accept applicants from Georgia,
rebuilt daily from live listings.
Updated 2026-09-02. Licence CC-BY-4.0. Source: https://donator.ge/jobs/dataset
What is in it
File
Contents
data.json
Eligibility split, published pay by category, skill demand, daily board size, country table. Every figure carries the number of adverts it was computed over.
countries.csv
One row per… See the full description on the dataset page: https://huggingface.co/datasets/ggusha/georgia-remote-work.us-remote-ai-ml-job-postings
US Remote AI & Machine Learning Job Postings
Overview
This dataset contains clean, structured public data exported directly from production runs of Apify actors.
It serves as a benchmark and sample for lead qualification, market intelligence, research, and machine learning pipelines.
Source Actor: captainhandsome/linkedin-public-jobs-search
Dataset Page: Public sample and schema
Preconfigured Run Task: captainhandsome/sf-ai-engineer-openings
Records in Sample: 10… See the full description on the dataset page: https://huggingface.co/datasets/joeygambino/us-remote-ai-ml-job-postings.RS-M3Bench
RS-M3Bench
Using datasets
from datasets import load_dataset
fw = load_dataset("RemoteReason-JLU/RS-M3Bench", name="RS-M3Bench", split="train", streaming=True)
Attribute explanations in annotation files:
HBB: the coordinates of four object corner points
OBB: the coordinates of four object corner points
Polygon: the coordinates of all the object corner points
Note that the original STAR/ReCom1M datasets use OBB to localize objects, we further uultilize SAM to… See the full description on the dataset page: https://huggingface.co/datasets/RemoteReason-JLU/RS-M3Bench.