Vision Datasets

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Period ending 2026-09-14

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A weekly snapshot of new work published in Vision Datasets.

Period ending 2026-09-07

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A weekly snapshot of new work published in Vision Datasets.

52 papers

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A Sentinel-2 benchmark dataset for deep-learning active-fire segmentation across 25 California wildfires
Sep 14, 2026Shreyan Mitra, Mohammadreza Narimani, Parastoo FarajpoorWildfire Detection Sentinel-2
Meta-Learning for Classifier Selection in Image Datasets: A Feature-Driven Framework for Accuracy Prediction
Sep 10, 2026Zahra Nabizadeh_Shahre_Babak, Farzaneh Koohestani, Nader Karimi +2Image Classification Vision Datasets
From Terminology to Diagrams: Visual-Instruction Generation for Scientific Diagram Understanding
Sep 1, 2026Raul Ortega, José Manuel Gómez-PérezDiagrams Reasoning Graphs
ImageCAS-X: a dataset and benchmark for coronary artery segmentation and centerline extraction in coronary CT angiography
Aug 31, 2026Kit M. Bransby, Esther Øksnebjerg, Kristoffer Kjær +7Coronary Angiography Vision Datasets
MariSat: A Maritime Dataset for Instance Segmentation of Objects in Satellite and Aerial Images
Aug 30, 2026Amir Abbes, Ines Harrabi, Lucas Justin Yirepoa Kinda +3Vision Datasets Aerial Imagery
$π$ -SUB: A Physics-Informed Synthetic Underwater Benchmark Dataset for Underwater Image Enhancementπ-SUB: A Physics-Informed Synthetic Underwater Benchmark Dataset for Underwater Image Enhancement
Aug 11, 2026Namritha Lasyapriya Maddali, Rajini Makam, Suresh Sundaram +1Underwater Image Enhancement Vision Datasets
A Benchmark Dataset for MLLM-Generated Image Detection: GPT Image2 & Nano Banana2
Aug 2, 2026Zirui Zhang, Yinbo Yu, Donghai Guan +3Ai-Generated Image Detection Image Generation
Evaluating VLMs on Multimodal Aristotelian Persuasion Tasks
Aug 2, 2026Khondoker Ittehadul IslamLarge Vision Language Models Persuasion
MIDAL: A Dataset of Math Image Descriptions for Accessible Learning
Aug 1, 2026Rebeka Popek, Vaghawan Ojha, Young Hwan YouVision Datasets Single Images
Generated Images Are Easier to Forget: A Machine Unlearning Perspective for Synthetic Image Detection
Aug 1, 2026Jun Nie, Yonggang Zhang, Tongliang Liu +3Synthetic Image Detection Vision Datasets
Weight and Height Estimation from a Single Human Image Captured in the Wild
Jul 28, 2026Hira Yaseen, Arif Mahmood, Waqas SultaniVision Datasets Single Images
Multi-Modal Semantic Segmentation of Electrolyzer Components for Sustainable Hydrogen Technologies: A Dual-Branch Deep Learning Approach
Jul 17, 2026Wasimul Karim, Nur Mohammad Fahad, Abdul Hasib Siddique +4Hydrogen Multi-Energy Systems Vision Datasets
Predicting Male Fertility Using Machine Learning: A Semen Parameters Based Analysis with the VISEM Dataset
Jul 9, 2026Shahnawaz Qureshi, Raja Khurram Shahzad, Muhammad Fozan +4Reproduction Machine Learning
Statistical Adversaries: Natural Backdoor-like Features in Vision Datasets
Jul 6, 2026Paul K. Mandal, Pavan Reddy, Tristan MalatynskiAdversarial Examples Vision Datasets
ThreatVisionAI: A Hybrid CNN-ViT Framework for Image-Based Malware Classification
Jul 4, 2026Allyson Taylor, Prashanth BusiReddyGariMalware Detection Image Classification
DataComp-VLM: Improved Open Datasets for Vision-Language Models
Jun 26, 2026Matteo Farina, Vishaal Udandarao, Thao Nguyen +33Large Vision Language Models Vision-Language
Fursee: Hybrid YOLO-DINOv3 Framework for Fursuit Identity Retrieval and Clustering
Jun 22, 2026Jundi WuDinov3 Vision Datasets
MIRCaps: A Large-Scale Mixed-Domain Dataset with Image-Level and Region-Level Captions for Fine-Grained Vision-Language Learning
Jun 19, 2026Arlindo Luciano Tulumba Roberto, Hyungjoon KimVideo Captioning Vision Datasets
Vines-DB: An RGB image dataset for multi-species ornamental vine segmentation
Jun 16, 2026Saroj Burlakoti, Utsav Bhandari, Aaron Etienne +1Apple Tree Leaf Disease Segmentation Dataset Vision Datasets
A Large Scale Open-Source Image and Video Dataset for Robust Wildfire Detection and Classification
Jun 8, 2026Emadeldeen Hamdan, Yingyi Luo, B. Ugur Toreyin +4Wildfire Detection Wildfire Prediction
NutriMLLM: Multimodal Large Language Models for Dietary Micronutrient Analysis
Jun 8, 2026Runze Yan, Minxiao Wang, Jiaying Lu +3Nutrient Reasoning Vision Datasets
USU-Corn-WeedDB: A UAV RGB Image Dataset for Multi-Species Weed Detection in Forage Corn
Jun 4, 2026Utsav Bhandari, Saroj Burlakoti, Rhonda Miller +3Apple Tree Leaf Disease Segmentation Dataset Crop
FineGen: A VLM-based Multi-Agent Framework for Fine-Grained Image-Text Dataset Construction
Jun 2, 2026Chang Kong, Yuebing Li, Peng Mo +2Vision Datasets Fine-Grained Perception
CAFOSat: A Strongly Annotated Dataset for Infrastructure-Aware CAFO Mapping Using High-Resolution Imagery
May 30, 2026Oishee Bintey Hoque, Nibir Chandra Mandal, Mandy L Wilson +3Pixel-Level Annotation Vision Datasets
GPIC: A Giant Permissive Image Corpus for Visual Generation
May 28, 2026Keshigeyan Chandrasegaran, Kyle Sargent, Suchir Agarwal +6Vision Datasets Large-Scale Image Generation
Personalized Generative Models for Contextual Debiasing
May 25, 2026Xinran Liang, Esin Tureci, Prachi Sinha +3Synthetic Data Augmentation Generative Models
BFS: Back-to-Front Layered Image Synthesis via Knowledge Transfer
May 24, 2026Kyoungkook Kang, Gyujin Sim, Sunghyun ChoLarge-Scale Image Generation Generative Models
Gaussian Rank-Based Neighborhood Degree for Graph Neural Networks in Image Classification
May 23, 2026Rafael Mendonça Duarte, Jean Roberto Ponciano, Lucas Pascotti ValemGraph Neural Networks Multiple Centrality Measures
Filtered Posterior Mean Collections: A Unified Framework for Analytical Models of Diffusion Generalization
May 22, 2026Matthew Niedoba, Berend Zwartsenberg, Frank WoodPosterior Spatial Patching
Planktonzilla: Multimodal dataset and models for understanding plankton ecosystems
May 22, 2026Alan Gerson Contreras Montanares, Luis Valenzuela, Luis Martí +1In-Situ Plankton Classifiers Vision Datasets
General Hazard Detection
May 22, 2026Stephanie Ng, CP Lim, SueJen Looi +5Hazard Vision Datasets
TASTE: A Designer-Annotated Multi-Dimensional Preference Dataset for AI-Generated Graphic Design
May 20, 2026Haonan Zhu, Elad Hirsch, Alexandria Minetti +2Text-To-Image Aesthetics
PixVerve: Advancing Native UHR Image Generation to 100MP with a Large-Scale High-Quality Dataset
May 19, 2026Haojun Chen, Haoyang He, Chengming Xu +11High-Resolution Vision Datasets
Spectral Integrated Gradients for Coarse-to-Fine Feature Attribution
May 19, 2026Soyeon Kim, Seongwoo Lim, Kyowoon Lee +1Training Data Attribution Fine-Grained Perception
The MixCount Dataset: Bridging the Data Gap for Open-Vocabulary Object Counting
May 18, 2026Corentin Dumery, Niki Amini-Naieni, Shervin Naini +1Counting Vision Datasets
CAST: Collapse-Aware multi-Scale Topology Fusion for Multimodal Coreset Selection
May 12, 2026Boran Zhao, Hetian Liu, Zhenxian Hu +3Multimodal Dataset Cross-Modal Learning
ScaleMoGen: Autoregressive Next-Scale Prediction for Human Motion Generation
May 12, 2026Inwoo Hwang, Hojun Jang, Bing Zhou +3Human Motion Generation Motion Generation
Discriminative Span as a Predictor of Synthetic Data Utility via Classifier Reconstruction
May 10, 2026Radhika Amar Desai, Modigari NarendraSynthetic Data Vision Datasets
Restoration-Aligned Generative Flow Models for Blind Motion Deblurring
May 9, 2026Insoo Kim, Jinwoo ShinMotion Blur Generative Flow Networks
Imagery Dataset for Remaining Useful Life Estimation of Synthetic Fibre Ropes
May 5, 2026Anju Rani, Daniel Ortiz-Arroyo, Petar DurdevicUseful Life Prediction Dynamic Rope Manipulation
Survey on Disaster Management Datasets for Remote Sensing Based Emergency Applications
May 5, 2026Alain P. Ndigande, Josiah Wiggins, Sedat OzerDisasters Remote Sensing
Reservoir property image slices from the Groningen gas field for image translation and segmentation
May 5, 2026Abdulrahman Al-Fakih, Nabil Sariah, Ardiansyah Koeshidayatullah +1Vision Datasets Geological Semantic Understanding
From Code to Prediction: Fine-Tuning LLMs for Neural Network Performance Classification in NNGPT
May 5, 2026Mahmoud Hanouneh, Radu Timofte, Dmitry IgnatovVision Datasets Enrichment
Scientific Domain Knowledge Improves Vision-Language Fundus Models
May 4, 2026Verena Jasmin Hallitschke, Carsten Eickhoff, Philipp BerensOphthalmology Medical Vision-Language Models
GPT-Image-2 in the Wild: A Twitter Dataset of Self-Reported AI-Generated Images from the First Week of Deployment
Apr 28, 2026Kidus Zewde, Simiao Ren, Xingyu Shen +6Ai-Generated Image Detection Vision Datasets
MetaErr: Towards Predicting Error Patterns in Deep Neural Networks
Apr 25, 2026Varun Totakura, Shayok ChakrabortyDeep Learning Reward-Prediction Error
Class-specific diffusion models improve military object detection in a low-data domain
Apr 20, 2026Ella P. Fokkinga, Jan Erik van Woerden, Thijs A. Eker +4Synthetic Image Detection Object Detection
VIDS: A Verified Imaging Dataset Standard for Medical AI
Apr 19, 2026Joan S. Muthu, John ShalenMedical Imaging Datasets Vision Datasets
SciDraw-6K: A Multilingual Scientific Illustration Dataset Generated by Google Gemini
Apr 19, 2026Davie ChenVision Datasets Scientific Discovery
Contrastive Conformal Sets
Mar 27, 2026Yahya Alkhatib, Wee Peng TayContrastive Learning Conformal Prediction
PlantExpertVQA: A Visual Question Answering Dataset for Benchmarking Vision-Language Models in Plant Science
Aug 23, 2025Syed Nazmus Sakib, Nafiul Haque, Mohammad Zabed Hossain +1Apple Tree Leaf Disease Segmentation Dataset Knowledge-Based Visual Question Answering Benchmarks
A unified self-supervised framework for single-frame Fresnel CDI and overlapped ptychography
Date pendingOliver Hoidn, Steven Henke, Albert Vong +3Image Reconstruction Single-Photon Avalanche Diode

Sep 14, 2026 · eess.IVJ/K move · Enter open · S save

A Sentinel-2 benchmark dataset for deep-learning active-fire segmentation across 25 California wildfires

Shreyan Mitra, Mohammadreza Narimani, Parastoo Farajpoor

This article describes an open image dataset for developing and evaluating active-fire segmentation methods in satellite imagery. The dataset contains 2,148 image-mask pairs from 25 California wildfires, with acquisitions spanning July 2020 to August 2026. Each image is a 512x512-pixel, three-channel composite derived from Sentinel-2 Level-2A bands B12, B11 and B8A at 20 m spatial sampling. A fixed linear rendering is applied throughout the dataset. Corresponding masks distinguish background, SWIR-rule active fire and invalid observations. The masks were generated from shortwave-infrared brightness and near-infrared contrast, followed by constrained neighborhood growth. The release includes chip-level metadata and an incident-disjoint partition containing 18 training, three validation and four test fires. Among the image pairs, 841 contain active-fire labels; these labels occupy 0.0766% of all grid cells. A mask-blind analyst review covers 233 test chips and provides a separate assessment of the rule-generated labels at chip and connected-component levels. Reference training and evaluation code accompanies the data, including a ResNet-34 U-Net implementation with validation-based checkpoint and threshold selection. The archived images, masks, metadata and review annotations support research on rare-class segmentation, learning from algorithmic labels and transfer across fire incidents. The versioned dataset is deposited on Zenodo, with preparation and reuse software maintained in a public GitHub repository.

Wildfire Detection Sentinel-2 Satellite Imagery Vision Datasets

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