datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Genshin
Genshin Dataset
The dataset contains different angles images of 64 characters captured from Genshin game manually, 20 pictures for each character.
The dataset is intended for Genshin character lora model training.
Dataset Details
Character Proportion
The character should occupy a large proportion of the image. There should not be too much background, and ideally, the image should be just wrapped around the body (screenshots can be taken if necessary).… See the full description on the dataset page: https://huggingface.co/datasets/RobertLau/Genshin.PatternNet
Dataset Card for "PatternNet"
Licensing Information
For research purposes.
Citation Information
PatternNet: A benchmark dataset for performance evaluation of remote sensing image retrieval
@article{zhou2018patternnet,
title = {PatternNet: A benchmark dataset for performance evaluation of remote sensing image retrieval},
author = {Zhou, Weixun and Newsam, Shawn and Li, Congmin and Shao, Zhenfeng},
year = 2018,
journal = {ISPRS… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/PatternNet.GRAB
GRAB: A Challenging GRaph Analysis Benchmark for Large Multimodal Models
GRAB consists of 3 splits: GRAB, GRAB-real and GRAB-lite. This is the dataset for GRAB.
Dataset Summary
Large multimodal models (LMMs) have exhibited proficiencies across many visual tasks. Although numerous benchmarks exist to evaluate model performance, they increasingly have insufficient headroom and are unfit to evaluate the next generation of frontier LMMs.
To overcome this, we… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/GRAB.zerobench
ZeroBench: An Impossible* Visual Benchmark for Contemporary Large Multimodal Models
🌐 Project Page | 📄 Paper | GitHub
*Given the recent rapid progress on benchmarks, we do not imagine ZeroBench will remain "impossible" for long!
v3 changelog:
23/12/2025 -- The updated version of the main questions and subquestions is now on the main branch. Previous version available on v2 branch.
Question 5:
question_text: added Report left, right, and total in kg, writing "kg" after each number.… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/zerobench.zerobench_no_answersNWPU-RESISC45
Dataset Card for "NWPU-RESISC45"
Licensing Information
[CC-BY-SA]
Citation Information
Remote sensing image scene classification: Benchmark and state of the art
@article{cheng2017remote,
title = {Remote sensing image scene classification: Benchmark and state of the art},
author = {Cheng, Gong and Han, Junwei and Lu, Xiaoqiang},
year = 2017,
journal = {Proceedings of the IEEE},
publisher = {IEEE},
volume = 105… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/NWPU-RESISC45.SciFIBench
SciFIBench
Jonathan Roberts, Kai Han, Neil Houlsby, and Samuel Albanie
NeurIPS 2024
Note: This repo has been updated to add two splits ('General_Figure2Caption' and 'General_Caption2Figure') with an additional 1000 questions. The original version splits are preserved and have been renamed as follows: 'Figure2Caption' -> 'CS_Figure2Caption' and 'Caption2Figure' -> 'CS_Caption2Figure'.
Dataset Summary
The SciFIBench (Scientific Figure… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/SciFIBench.CLRS
Dataset Card for "CLRS"
Licensing Information
For academic purposes.
Citation Information
CLRS: Continual Learning Benchmark for Remote Sensing Image Scene Classification
@article{s20041226,
title = {CLRS: Continual Learning Benchmark for Remote Sensing Image Scene Classification},
author = {Li, Haifeng and Jiang, Hao and Gu, Xin and Peng, Jian and Li, Wenbo and Hong, Liang and Tao, Chao},
year = 2020,
journal = {Sensors}… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/CLRS.Million-AID
Dataset Card for "Million-AID"
Split Information
This HuggingFace dataset repository contains just the Train split.
Licensing Information
CC BY-NC-ND 4.0
Citation Information
On creating benchmark dataset for aerial image interpretation: Reviews, guidances, and million-aid
@article{long2021creating,
title = {On creating benchmark dataset for aerial image interpretation: Reviews, guidances, and million-aid},
author = {Long, Yang and… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/Million-AID.AID_MultiLabel
Dataset Card for "AID_MultiLabel"
Licensing Information
CC0: Public Domain
Citation Information
Imagery:
AID: A benchmark data set for performance evaluation of aerial scene classification
Multilabels:
Relation Network for Multi-label Aerial Image Classification
@article{xia2017aid,
title = {AID: A benchmark data set for performance evaluation of aerial scene classification},
author = {Xia, Gui-Song and Hu, Jingwen and Hu, Fan and Shi, Baoguang… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/AID_MultiLabel.GID
Dataset Card for "GID"
Licensing Information
Public domain.
Citation Information
Land-cover classification with high-resolution remote sensing images using transferable deep models
@article{GID2020,
title = {Land-cover classification with high-resolution remote sensing images using transferable deep models},
author = {Tong, Xin-Yi and Xia, Gui-Song and Lu, Qikai and Shen, Huanfeng and Li, Shengyang and You, Shucheng and Zhang, Liangpei},
year… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/GID.RSI-CB256
Dataset Card for "RSI-CB256"
Licensing Information
For academic purposes.
Citation Information
Exploring Models and Data for Remote Sensing Image Caption Generation
@article{lu2017exploring,
title = {Exploring Models and Data for Remote Sensing Image Caption Generation},
author = {Lu, Xiaoqiang and Wang, Binqiang and Zheng, Xiangtao and Li, Xuelong},
journal = {IEEE Transactions on Geoscience and Remote Sensing},
volume = 56… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/RSI-CB256.bdappv
BDAPPV — Aerial Images of Rooftop Photovoltaic Installations
BDAPPV is a dataset of aerial images of rooftop PV installations in France and Belgium,
with segmentation masks and installation metadata. Images are provided by two aerial
imagery providers (Google and IGN), making it suitable for both segmentation/classification
benchmarks and distribution shift evaluation across imagery sources.
Paper: Kasmi et al., Scientific Data, 2023 — arXiv:2209.03726
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/Roberthowe/bdappv.GRAB-real
GRAB: A Challenging GRaph Analysis Benchmark for Large Multimodal Models
GRAB consists of 3 splits: GRAB, GRAB-real and GRAB-lite. This is the dataset for GRAB-real.
Dataset Summary
The 'real' split of the GRAB benchmark is comprised of 1114 real questions covering 4 real tasks: noise, screenshots, whiteboard, sketches.Large multimodal models (LMMs) have exhibited proficiencies across many visual tasks. Although numerous benchmarks exist to evaluate model… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/GRAB-real.WHU-RS19
Dataset Card for "WHU-RS19"
Licensing Information
Public Domain
Citation Information
Structural high-resolution satellite image indexing
Satellite image classification via two-layer sparse coding with biased image representation
@article{xia2009structural,
title={Structural high-resolution satellite image indexing},
author={Xia, Gui-Song and Yang, Wen and Delon, Julie and Gousseau, Yann and Sun, Hong and Ma{\^\i}tre, Henri},
year={2009}
}… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/WHU-RS19.SIRI-WHU
Dataset Card for "SIRI-WHU"
Licensing Information
CC BY-NC-ND
Citation Information
Dirichlet-derived multiple topic scene classification model for high spatial resolution remote sensing imagery
The Fisher kernel coding framework for high spatial resolution scene classification
Bag-of-visual-words scene classifier with local and global features for high spatial resolution remote sensing imagery
@article{zhao2015dirichlet,
title={Dirichlet-derived multiple… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/SIRI-WHU.EuroSAT
Dataset Card for "EuroSAT"
Licensing Information
MIT.
Citation Information
Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification
Introducing EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification
@article{helber2019eurosat,
title = {Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification},
author = {Helber, Patrick and… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/EuroSAT.cc12m_princeton-nlp_sup-simcse-roberta-largeMLRSNet
Dataset Card for "MLRSNet"
Licensing Information
CC BY 4.0
Citation Information
MLRSNet: A multi-label high spatial resolution remote sensing dataset for semantic scene understanding
@article{qi2020mlrsnet,
title = {MLRSNet: A multi-label high spatial resolution remote sensing dataset for semantic scene understanding},
author = {Qi, Xiaoman and Zhu, Panpan and Wang, Yuebin and Zhang, Liqiang and Peng, Junhuan and Wu, Mengfan and Chen, Jialong… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/MLRSNet.RSSCN7
Dataset Card for "RSSCN7"
Licensing Information
For research and academic purposes.
Citation Information
Deep Learning Based Feature Selection for Remote Sensing Scene Classification
@article{7272047,
title = {Deep Learning Based Feature Selection for Remote Sensing Scene Classification},
author = {Zou, Qin and Ni, Lihao and Zhang, Tong and Wang, Qian},
year = 2015,
journal = {IEEE Geoscience and Remote Sensing Letters}… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/RSSCN7.USTC_SmokeRS
Dataset Card for "USTC_SmokeRS"
Licensing Information
For research/education purposes.
Citation Information
SmokeNet: Satellite smoke scene detection using convolutional neural network with spatial and channel-wise attention
@article{ba2019smokenet,
title = {SmokeNet: Satellite smoke scene detection using convolutional neural network with spatial and channel-wise attention},
author = {Ba, Rui and Chen, Chen and Yuan, Jing and Song, Weiguo and… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/USTC_SmokeRS.UC_Merced_LandUse_MultiLabel
Dataset Card for "UC_Merced_LandUse_MultiLabel"
Licensing Information
Public Domain; “Map services and data available from U.S. Geological Survey, National Geospatial Program.”
Citation Information
Imagery:
Bag-of-visual-words and spatial extensions for land-use classification
Multilabels:
Multilabel Remote Sensing Image Retrieval Using a Semisupervised Graph-Theoretic Method
@inproceedings{yang2010bag,
title = {Bag-of-visual-words and spatial… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/UC_Merced_LandUse_MultiLabel.Ships-In-Satellite-Imagery
Dataset Card for "Ships-In-Satellite-Imagery"
Licensing Information
CC BY-SA 4.0
Citation Information
Ships in Satellite Imagery
@misc{kaggle_sisi,
author = {Hammell, Robert},
title = {Ships in Satellite Imagery},
howpublished = {\url{https://www.kaggle.com/datasets/rhammell/ships-in-satellite-imagery}},
year = {2018},
version = {9.0}
}
RSD46-WHU
Dataset Card for "RSD46-WHU"
Split Information
This HuggingFace dataset repository contains just the Validation split.
Licensing Information
Free for education, research and commercial use.
Citation Information
Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks
High-Resolution Remote Sensing Image Retrieval Based on CNNs from a Dimensional Perspective
@article{long2017accurate,
title = {Accurate… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/RSD46-WHU.Canadian_Cropland
Dataset Card for "Canadian_Cropland_Dataset"
Split Information
This HuggingFace dataset repository contains just the 2017, RGB split.
Licensing Information
Montreal Data License
Citation Information
Towards the Creation of a Canadian Land-Use Dataset for Agricultural Land Classification
@inproceedings{jacques2021towards,
title = {Towards the Creation of a Canadian Land-Use Dataset for Agricultural Land Classification},
author =… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/Canadian_Cropland.RS_C11
Dataset Card for "RS_C11"
Licensing Information
Free usage without license.
Citation Information
Feature significance-based multibag-of-visual-words model for remote sensing image scene classification
@article{zhao2016feature,
title = {Feature significance-based multibag-of-visual-words model for remote sensing image scene classification},
author = {Zhao, Lijun and Tang, Ping and Huo, Lianzhi},
year = 2016,
journal = {Journal… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/RS_C11.Optimal-31
Dataset Card for "Optimal-31"
Licensing Information
[No license for now, cite the paper below.]
Citation Information
Scene classification with recurrent attention of VHR remote sensing images
@article{wang2018scene,
title = {Scene classification with recurrent attention of VHR remote sensing images},
author = {Wang, Qi and Liu, Shaoteng and Chanussot, Jocelyn and Li, Xuelong},
year = 2018,
journal = {IEEE Transactions on… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/Optimal-31.Airbus-Wind-Turbines-Patches
Dataset Card for "Airbus-Wind-Turbines-Patches"
Split Information
This HuggingFace dataset repository contains just the Validation split.
Licensing Information
CC BY-NC-SA 4.0
Citation Information
Airbus Wind Turbine Patches
@misc{kaggle_awtp,
author = {Airbus DS GEO S.A.},
title = {Airbus Wind Turbine Patches},
howpublished = {\url{https://www.kaggle.com/datasets/airbusgeo/airbus-wind-turbines-patches}},
year = {2021},
version = {1.0}
}
onepiece
Bangumi Image Base of One Piece
This is the image base of bangumi One Piece, we detected 303 characters, 35000 images in total. The full dataset is here.
Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual. If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability).
Here is the characters'… See the full description on the dataset page: https://huggingface.co/datasets/RobertoBZ/onepiece.Satellite-Images-of-Hurricane-Damage
Dataset Card for "Satellite-Images-of-Hurricane-Damage"
Split Information
This HuggingFace dataset repository contains just the Train_another split.
Licensing Information
CC BY 4.0
Citation Information
Deep learning based damage detection on post-hurricane satellite imagery
IEEE-Dataport
@misc{sdad-1e56-18,
title = {Detecting Damaged Buildings on Post-Hurricane Satellite Imagery Based on Customized Convolutional Neural Networks},
author… See the full description on the dataset page: https://huggingface.co/datasets/jonathan-roberts1/Satellite-Images-of-Hurricane-Damage.