97 datasets

NCL Data2026 · dataset

<p dir="ltr">Supplementary material for the article "Coil leakage, training variance and FLOP proxies in the evaluation of real-time steel surface defect detectors" (submitted to the Journal of Real-Time Image Processing).</p><p dir="ltr">The study re-evaluates real-time steel surface defect detectors on NEU-DET and GC10-DET with five-fold cross-validation, coil-disjoint folds for GC10-DET, repeat

ZivaHub + Deakin Research Online + DMU Figshare2026 · dataset · unknown

This thesis aims to advance remote sensing techniques for bridge structures using Unmanned Aerial Systems (UAS) to (1) enhance the bridge inspection process particularly for crack detection and (2) to enhance the bridge assessment process by utilising UAS to measure bridge displacements. <br><br>To enhance the bridge inspection process, the study is trying to address the challenges associated with

UCL Research Data Repository2026 · dataset · unknown

Developing FPGA-based applications is typically a slow and multi-skilled task. Tools to support application development have gradually become more high level. This thesis describes an approach which aims to raise further the level at which an application developer works while developing FPGA-based implementations of image and video processing applications. <br><br><br>The starting concept is that

ZivaHub + Deakin Research Online + DMU Figshare2026 · dataset · unknown

A vast majority of electronic systems including medical, surveillance and critical infrastructure employs image processing to provide intelligent analysis. They use onboard pre-processing to reduce data bandwidth and memory requirements before sending information to the central system. Field Programmable Gate Arrays (FPGAs) represent a strong platform as they permit reconfigurability and pipelinin

ZivaHub + Deakin Research Online + DMU Figshare + UCL Research Data Repository2026 · Crystal structure · unknown

Rotational moulding is a manufacturing process that produces huge hollow plastic parts compared to injection or blow moulding. In a typical rotomoulding cycle, a polymer powder is loaded into a metal mould to be bi-axially rotated and heated. Once a molten plastic layer entirely covers the mould, the tool is moved to a cooling chamber where the temperature decreases until the part is solidified to

ZivaHub + Deakin Research Online + DMU Figshare2026 · dataset

Supercritical carbon dioxide (ScCO₂) fracturing is an important stimulation technology for enhancing coalbed methane production, and microfracture evolution directly affects the seepage capacity of coal reservoirs. To reveal the evolution and transformation mechanism of ScCO₂-induced microfractures under true triaxial stress conditions, fracturing experiments were conducted u

ZivaHub + HKU DataHub + DaYta Ya Rona + figshare + Loughborough Research Repository + UP Research Data Repository2026 · Microscopy

<p dir="ltr"><b>Annotation description</b>: Dense segmentations of stylet cavities in jrc_mosquito-stylet-6 using Amira-Avizo (Thermo Fisher Scientific) and "Using Amira to manually segment organelles in vEM for machine learning V.3" protocol.</p><p dir="ltr"><b>Annotation protocol</b>: Using Amira to manually segment organelles in vEM for machine learning V.3 (<a href="http://dx.doi.org/10.17504/

HKU DataHub + figshare + Loughborough Research Repository2026 · Astronomical catalogue

<p dir="ltr"><b>AgroVisionBD</b> is a primary image collection of healthy and diseased banana, mango, and papaya fruits and leaves acquired in Bangladesh. The repository contains 5,280 RGB JPEG images organized into 18 classes, comprising 12 disease-related and six healthy classes. The collection includes 2,261 fruit images and 3,019 leaf images.</p><p dir="ltr">Images were collected between May a

HKU DataHub + figshare + Loughborough Research Repository2026 · Astronomical catalogue

<p dir="ltr">Dataset, codes, and supplementary materials for "Synthesis of 3D Fluorescence Images Using VAE-Diffusion Models and Their Application for 3D-UNETR Neuronal Cell Identification" by Yuxiang HUANG, Yuichi IINO, and Yu TOYOSHIMA (<a href="https://dx.doi.org/10.1109/ACCESS.2026.3738430" target="_blank" rel="noreferrer">https://dx.doi.org/10.1109/ACCESS.2026.3738430</a>) </p>

figshare + Loughborough Research Repository2026 · Microscopy

<p dir="ltr"><b>Sample</b>: Stylet from an adult female Aedes aegypti mosquito.<br><br><b>Sample Description</b>: A dataset featuring isotropic 3D electron microscopy data of a stylet from an adult female <i>Aedes aegypti</i> mosquito (jrc_mosquito-stylet-6). The stylet was dissected at approximately three-quarters length and immediately fixed in 2% glutaraldehyde and 4% formaldehyde in sodium cac

figshare + Loughborough Research Repository2026 · Microscopy

<p dir="ltr"><b>Annotation description</b>: Dense segmentations of nuclei in jrc_mosquito-stylet-6 using Amira-Avizo (Thermo Fisher Scientific) and "Using Amira to manually segment organelles in vEM for machine learning V.3" protocol.</p><p dir="ltr"><b>Annotation protocol</b>: Using Amira to manually segment organelles in vEM for machine learning V.3 (<a href="http://dx.doi.org/10.17504/protocols

figshare + Loughborough Research Repository2026 · Microscopy

<p dir="ltr"><b>Annotation description</b>: Dense segmentations of cells in jrc_mosquito-stylet-6 using Amira-Avizo (Thermo Fisher Scientific) and "Using Amira to manually segment organelles in vEM for machine learning V.3" protocol.</p><p dir="ltr"><b>Annotation protocol</b>: Using Amira to manually segment organelles in vEM for machine learning V.3 (<a href="http://dx.doi.org/10.17504/protocols.

Teesside University Research Data Repository2026 · dataset

This dataset contains the reproducibility materials supporting the manuscript "Enhancement Without Replacement: Route-Preserving Residual Fusion for Low-Light Visible–Thermal Pedestrian Detection" (submitted to Machine Vision and Applications). The deposited materials include model configurations for ConcatFusion-s, ConcatFusion-s-wide, RoutePreserve-s no-KD, residual-source variants, and insertio

figshare + Loughborough Research Repository2026 · Astronomical catalogue

<p dir="ltr">CityVPR is a synthetic dataset collected in a custom-built Minecraft virtual city for evaluating and training spatial cognitive abilities in embodied agents. It provides first-person RGB images from 11 distinct navigation routes, captured at 4 different pitch angles and 3 different speed modes, with precise pose information for each frame.</p><p dir="ltr">## Dataset Statistics</p><p d

figshare2026 · Astronomical catalogue

<p>Annotation efficiency summary on the TIGER ROI dataset. Number of labeled tiles required to reach mIoU and annotation savings relative to SmartHisto. “-” indicates the method never reached the target within the 122-tile budget.</p>

Teesside University Research Data Repository2026 · dataset

This dataset contains 2,400 original microscopic images acquired from the outer sheath of an approximately 10-m-long CAT6 Ethernet cable under controlled laboratory conditions. The cable had been in use for an extended period and exhibited different surface conditions along its length. Images were captured using a USB digital microscope with a 1920 × 1080 pixel image sensor under consistent illumi

figshare2026 · Astronomical catalogue

<p>Runtime, Peak Memory, and Peak mIoU of each method on the TIGER ROI dataset.</p>

figshare2026 · Astronomical catalogue · unknown

<p dir="ltr"><b>PitVQA-Anticipation</b> is a visual question-answering dataset for forward-looking reasoning in endoscopic pituitary surgery. It is derived from 25 surgical videos recorded at the National Hospital for Neurology and Neurosurgery in London, United Kingdom. The procedures were recorded using a high-definition Karl Storz endoscope at 720p resolution and comprise approximately 33.5 hou

figshare2026 · Astronomical catalogue

<p>Runtime, Peak Memory, and Peak mIoU of each method on the GLaS dataset.</p>

figshare2026 · Astronomical catalogue

<p>Runtime, Peak Memory, and Peak mIoU of each method on the Pulmonary dataset.</p>

Teesside University Research Data Repository2026 · dataset

OCA IMAGE DATASET - README Dataset Overview ================ This dataset contains RGB images of oca (Oxalis tuberosa) tubers acquired during a 12-day solar exposure experiment. A total of 119 individual oca tubers were monitored throughout the experiment. Image acquisition was performed on seven different days: Day 0, Day 2, Day 4, Day 6, Day 8, Day 10, and Day 12. Since one image was acquired fo

figshare2026 · Astronomical catalogue

<p dir="ltr">This repository contains the dataset, source code, and supporting materials used in the study “Diagnosing Cultural Bias in AVA Trained Aesthetic Scoring: A Ground Truth Free Framework.”</p><p dir="ltr">The repository provides the materials required to reproduce the data analysis and experimental procedures described in the associated research study. It includes the evaluation datasets

figshare2026 · Astronomical catalogue

<p dir="ltr">This dataset contains 9,296 high-resolution images of rice diseases and pests acquired under unconstrained field conditions. It was specifically curated to train and evaluate computer vision models (such as YOLO and State-Space Models) in complex agricultural environments involving varied illumination, severe occlusion, and visually ambiguous lesions.Dataset Statistics & Split:Total I

figshare2026 · Astronomical catalogue

3D volumetric visualization of refractive index and absorptivity in 48 hpf zebrafish embryo<p></p>

figshare2026 · Astronomical catalogue

3D volumetric visualization of refractive index and absorptivity in thick succulent section<p></p>