The object is a plaster dinosaur (stegosaurus). Click on thumbnail for a full-sized (640x480) image. Resolution of ground truth model: 0.00025m (you may wish to use this resolution for your reconstruction as well) A Comparison and Evaluation of Multi-View Stereo Reconstruction Algorithms, Steve Seitz, Brian Curless James Diebel Daniel Scharstein Richard Szeliski, CVPR 2006, vol. 1, pages 519-526.
The object is a plaster reproduction of Temple of the Dioskouroi in Agrigento, Sicily. Click on thumbnail for a full-sized (640x480) image. Resolution o...
3d reconstruction, 3d, benchmark, sfm, multiviewAn evaluation benchmark for dense MVS for these datasets fountain-P11, Herz-Jesu-P8, entry-P10, castle-P19, Herz-Jesu-P25, castle-P30 . Images (correc...
3d reconstruction, benchmark, sfm, depth, dense, meshThe Stable Structure from Motion datasets due to size limitations cannot put the images online. Instead here are the tracked image points and the final ...
church, stability, 3d reconstruction, 3d, robust, geometry, landmark, sfmISPRS / EuroSDR Benchmark for Multi-Platform Photogrammetry In these pages you can get information about the BENCHMARK FOR MULTI-PLATFORM PHOTOGRAMMET...
urban, benchmark, reconstruction, aerial, photogrammetry, germany, 3d, multiview, switzerland, cityThe Notre Dame de Paris dataset used for 3D SfM reconstruction and contains 715 images provided by Noah Snavely. There are also version for NotreDame...
paris, pointcloud, frontview, limited, 3d reconstruction, 3d, flickr, landmark, sfmISPRS Test Project on Urban Classification, 3D Building Reconstruction and Semantic Labeling. In this part of our working group site you will get furthe...
urban, benchmark, recognition, aerial, canada, segmentation, photogrammetry, germany, 3d, multiview, city, semanticISPRS and EuroSDR - Benchmark on High Density Aerial Image Matching Background and Scope of the project Innovations in matching algorithms as well a...
urban, benchmark, reconstruction, aerial, photogrammetry, germany, 3d, multiview, switzerland, cityThis ETHZ CVL RueMonge 2014 dataset used for 3D reconstruction and semantic mesh labelling for urban scene understanding. It was first published in [1...
benchmark, paris, reconstruction, pointcloud, outdoor, 3d, source, architecture, semantic, code, urban, mesh, recognition, segmentation, classificationThe Quad 6K dataset is a Structure-from-Motion dataset taken at Arts Quad at Cornell University campus and consists of 6514 images with ground truth pos...
urban, 3d reconstruction, groundtruth, sfm, landmark, 3d gpsVoxel Based Dataset for Systematic 3D reconstruction by artificial neural networks (ANNs). A synthetic scalable cube dataset for training, testing and...
deep learning, synthetic city urban, 3d, sfm, reconstructionThe Google Street View Pittsburgh Research dataset is a street-level image collection provided by Google for research purposes. The dataset provided ...
panorama, pittsburgh, urban, 3d reconstruction, sfmThe Symmetric Bundle Adjustment dataset contains four sequences of the CAB building, Barcelona, Redmond and Capitole for 3D reconstruction considering s...
urban, 3d reconstruction, symmetry, sfm, bundle adjustmentThe MOT Challenge is a framework for the fair evaluation of multiple people tracking algorithms. In this framework we provide: - A large collection of...
multiple, benchmark, evaluation, benhttp://motchallenge.net/chmark, dataset, target, video, pedestrian, 3d, tracking, surveillance, peopleThe Cambridge-driving Labeled Video Database (CamVid) dataset from Gabriel Brostow [?] contains ten minutes of video footage and corresponding semantica...
urban, 3d reconstruction, semantic segmentation, semantic, sfm, depthZurich City Hall dataset (also CIPA dataset) nformation: Place: City Hall, Zurich, Switzerland Number of Images: 15, 1280 x 1000 pixels Camera: Fuj...
urban, 3d reconstruction, photogrammetry, sfm, zurichThe Colosseum and San Marco are two image datasets for dense multiview stereo reconstructions used for evaluating the visual photo realism. The datase...
urban, aerial, streetside, 3d reconstruction, photo-realism, flickr, landmark, sfmThe High Definition Analytics (HDA) dataset is a multi-camera High-Resolution image sequence dataset for research on High-Definition surveillance: Pedes...
high-definition, benchmark, human, lisbon, indoor, video, re-identification, pedestrian, network, multiview, tracking, surveillance, camera, detectionThe Leuven Stereo Scene dataset is a scene and depth dataset. There exist two variants of this dataset - a CVPR 2007 paper [1] by Leibe et al. for detec...
urban, stereo, depth, reconstruction, leuven, segmentation, 3d, semantic, sfmThe Paris500k dataset consists of 501,356 geotagged images collected from Flickr and Panoramio. The dataset was collected from a geographic bounding box...
panoramio, paris, image retrieval, 3d reconstruction, geotag, flickr, landmark, sfmThe 1DSfM Landmarks is a collection of community-based image reconstruction by Kyle Wilson and is comprised of 14 datasets with comparison to bundler gr...
urban, 3d, benchmark, city, reconstruction, landmark, groundtruthThe SAMANTHA (Structure-and-Motion Pipeline on a Hierarchical Cluster Tree) dataset contains 4 sequences for 3D reconstruction: Pozzoveggiani, Piazza Da...
3d reconstruction, geometry, sfm, landmark, model fittingThe Lane Level Localization dataset was collected on a highway in San Francisco with the following properties: * Reasonable traffic * Multiple lane h...
driving, benchmark, autonomous, video, road, gps, map, 3d, localization, carThe Dubrovnik6K and Rome16K datasets are image collections for SfM reconstruction, where the suffix refers to the number of images in the dataset. Dub...
urban, 3d reconstruction, dubrovnik, sfm, landmark, romeThis repository contains labeled 3-D point cloud laser data collected from a moving platform in a urban environment. Data are provided for research purp...
urban, 3d reconstruction, laser, semantic segmentation, sfmThe Symmetry Facades dataset contains 9 building facades with multiple images. It used for coupled symmetry and structure from motion detection. Coup...
urban, reconstruction, facade, building, 3d, repetition, symmetry, sfmThe Ford Car dataset is joint effort of Pandey et al. (for collecting images, Lidar points, calibration etc.) and us (for annotation of 2D and 3D object...
lidar, detection, groundtruth, 3d, car, sfmThe 3D shape description dataset consists of multiple sub-datasets Descriptor Matching - Dataset 1 & 2 (Stanford) These datasets, created from some o...
description, 3d, benchmark, registration, reconstruction, shape, matchingCMU/VMR Urban Image+Laser dataset contains 372 images linked with 3D laser points projections. There are additional images (due to the laser scanner bei...
urban, 3d reconstruction, laser, semantic segmentation, sfmThe following are multiview stereo data sets captured in our lab: a set of images, camera parameters and extracted apparent contours of a single rigid o...
3d reconstruction, sfm, depth, dense, meshAiguille du Midi. France showing photographs with Camera: Mamiya ZD. 55mm. - Resolution: 5Mpixels, 53 images - Photographer: B. Vallet (Imagine/EVD - 20...
3d reconstruction, large scale, sfm, outdoor, meshThe HCI 4D Lightfields dataset contains 11 objects with corresponding lightfields for depth estimation. Datasets can be downloaded individually below....
3d, benchmark, evaluation, reconstruction, depth, 4d, lightfieldSince its launch in September 1999, Space Imaging IKONOS earth imaging satellite has provided a reliable stream of image data that has become the standa...
urban, 3d reconstruction, photogrammetry, aerial, sfmThe Aachen dataset consists of 4479 images taken with multiple cameras (3GB), 369 query images taken with the camera of a mobile phone together with the...
image retrieval, 3d reconstruction, aachen, sfm, landmarkThe Brodatz dataset consists of 112 textures in grayscale images of various texture types. http://www.ee.oulu.fi/research/imag/texture/image_data/Brod...
segmentation, benchmark, classification, synthetic, textureWelcome to the homepage of the gvvperfcapeva datasets. This site serves as a hub to access a wide range of datasets that have been created for projects ...
face, reconstruction, depth, mesh, human, action, video, pose, multiview, tracking24 scenarios recorded with 8 IP video cameras. The first 22 first scenarios contain a fall and confounding events, the last 2 ones contain only confound...
multiviewThe Landmark 1000 or 1k dataset is a collection of the top 1000 popular flickr landmarks mined from flickr. It is maintained by Noah Snavely and publi...
estimation, location, reconstruction, pointcloud, world, 3d, pose, landmarkTh EPFL Multi-View Car dataset contains 20 sequences of cars as they rotate by 360 degrees. There is one image approximately every 3-4 degrees. Using th...
detection, estimation, car, pose, multiview, rotationWe would like to announce the release of PASCAL-Context dataset. We augmented PASCAL VOC 2010 dataset with annotations for 400+ additional categories. I...
segmentation, benchmark, shape, recognition, pascal, category, semantic, denseThe Graffiti dataset by Krystian Mikolajczyk and Cordelia Schmid contains 48 images split into 8 sequences with 6 images each showing different structur...
benchmark, image rectification, feature detection, feature descriptionScanNet is an RGB-D video dataset containing 2.5 million views in more than 1500 scans, annotated with 3D camera poses, surface reconstructions, and ins...
scene, layout, recognition, indoor, object, cad, segmentation, rendering, 3d, realism, room, syntheticYahoo Flickr Creative Commons 100M (YFCC100M) dataset contains a list of photos and videos. This list is compiled from data available on Yahoo! Flickr. ...
internet, reconstruction, recognition, image, community, social, 3d, clustering, detection, flickr, landmarkThe KTH Multiview Football dataset contains 771 images of football players includes images taken from 3 views at 257 time instances 14 annotated body jo...
recognition, soccer, outdoor, object, pedestrian, game, pose, multiview, tracking, camera, multitarget, detectionThe Person Re-ID (PRID) 2011 dataset was created in co-operation with the Austrian Institute of Technology for the purpose of testing person re-identifi...
trajectory, graz, illumination, pedestrian, change, appearance, identification, classification, multiviewThe Stanford 3D Scanning Repository dataset is a compilation of 3D scans of objects like Stanford Bunny, Happy Buddha, Dragon, Armadillo and Lucy. These...
triangulation, 3d reconstruction, laser, bunnyWe collected a video dataset, termed ChokePoint, designed for experiments in person identification/verification under real-world surveillance conditions...
face, real, human, recognition, world, pedestrian, identification, clustering, multiview, surveillance, detection, sequenceThe MSR Action datasets is a collection of various 3D datasets for action recognition. See details http://research.microsoft.com/en-us/um/people/zliu...
video, detection, 3d, action, reconstruction, recognitionThe Microsoft COCO (mscoco) is an image recognition and segmentation dataset which contains more 300k images for more than 70 categories. Other featur...
object, segmentation, benchmark, semantic, context, recognition, detectionThe Textures volume currently contains 154 images, all monochrome, 129 512x512 and 25 1024x1024. For the Brodatz texture images, the number in parenth...
segmentation, benchmark, evaluation, classification, synthetic, textureThese sequences were used for our video interpolation work described in High-quality video view interpolation using a layered representation, C.L. Zi...
segmentation, 3d reconstruction, camera, depthImages from 19 sites collected from a helicopter flying around Providence, RI. USA. The imagery contains approximately a full circle around each site.
multiviewThis dataset includes: camera calibration information, raw input images we have captured, radially undistorted, rectified, and cropped images, depth map...
multiviewMany different labeled video datasets have been collected over the past few years, but it is hard to compare them at a glance. So we have created a hand...
video, object, benchmark, classification, recognition, detection, actionThe Freiburg-Berkeley Motion Segmentation Dataset (FBMS-59) is an extension of the BMS dataset with 33 additional video sequences. A total of 720 frames...
motion, benchmark, video, object, pedestrian, segmentation, tracking, groundtruthThe data is taken from Photo Tourism reconstructions from Trevi Fountain (Rome), Notre Dame (Paris) and Half Dome (Yosemite). Each dataset consists of a...
feature matching, sfm, pair, feature descriptionThe Yotta dataset consists of 70 images for semantic labeling given in 11 classes. It also contains multiple videos and camera matrices for 14km or driv...
urban, reconstruction, video, segmentation, 3d, classification, camera, semanticThe Berkeley Video Segmentation Dataset (BVSD) contains videos for segmentation (boundary?) Dataset train Dataset test
video, segmentation, benchmarkThe Video Summarization (SumMe) dataset consists of 25 videos, each annotated with at least 15 human summaries (390 in total). The data consists of vide...
video, benchmark, summary, event, human, groundtruth, actionTo encourage the open comparison of single image shadow removal in community, we provide an online benchmark site and a dataset. Our quantitatively veri...
illumination, shadow, benchmark, singleview, removalThe CMU Geometric Context dataset by Derek Hoiem, Alexei A. Efros, Martial Hebert consists of 300 images used for training and testing the geometric con...
single view, 3d reconstruction, geometry, depth, contextThe NBVbench is a reference object and benchmark criteria for defining and evaluating the performance of a next best view (NBV) method.
planning, 3d reconstruction, next best view, geometryThe DTU Robot dataset consists of color images of 60 scenes acquired in a controlled setup from 119 different positions and under different lighting. Fo...
illumination, feature matching, sfm, reconstruction, feature detection, feature descriptionSome datasets and evaluation tools are provided on this page for four different computer vision and computer graphics problems. Population counting L...
urban, surface, reconstruction, pointcloud, object, road, pedestrian, network, line, 3d, crowd, counting, detection, groundtruthWe introduce the Shelf dataset for multiple human pose estimation from multiple views. In addition we annotate the body joints in the Campus dataset fro...
motion, multiple, 3d, estimation, capture, pose, human, viewThe Extreme Classification Repository: Multi-label Datasets & Code Kush Bhatia Himanshu Jain Prateek Jain Manik Varma The objective in extreme mu...
multilabel, machine, learning, benchmark, evaluation, classificationChairGest is an open challenge / benchmark. The task consists in spotting and recognizing gestures from multiple synchronized sensors: 1 Kinect and 4 X...
gesture, detection, benchmark, kinect, recognition, humanThe Berkeley Multimodal Human Action Database (MHAD) contains 11 actions performed by 7 male and 5 female subjects in the range 23-30 years of age excep...
recognition, motion, action, classification, multiviewWe present the 2017 DAVIS Challenge, a public competition specifically designed for the task of video object segmentation. Following the footsteps of ot...
code, quality, benchmark, video segmentation, object, segmentation, hd, tracking, resolutionThe Farman Institute 3D Point Sets dataset contains 11 objects by a 3D laser scanner. This dataset was peer-reviewed by Image Processing On Line: Farman...
object, scanner, 3d, reconstruction, point, model, laserThis site is dedicated to provide datasets for the Robotics community with the aim to facilitate result evaluations and comparisons. The datasets presen...
urban, laser, 3d, city, natureThe 3DVis dataset includes a set of 12 heterogeneous scenes for testing 3D scene registration and analysis methods. Models include homogeneous shapes, r...
3d, registration, reconstruction, shape, matching, symmetryThe Robotic 3D Scan Repository from Osnabrueck contains 23 different datasets showing a veriaty of 3D scans for objects, humans, cities, university camp...
lidar, scan, urban, reconstruction, human, laser, heat, aerial, germany, 3d, bremen, city, osnabrueckThe test sequences provide interested researchers a real-world multi-view test data set captured in the blue-c portals. The data is meant to be used for...
tracking, segmentation, camera, action, multiviewA 66 stereo pairs dataset with their subpixel ground truths. The construction and improvement of algorithms for subpixel stereovision requires very pr...
stereo, depth, pointcloud, noise, stereovision, 3d, groundtruth, subpixelThis dataset provides a collection of web images and 3D models for research on landmark recognition (especially for methods based on 3D models). We hope...
codebook, reconstruction, matching, recognition, retrieval, 3d, classification, feature, flickr, landmarkWe take advantage of our autonomous driving platform Annieway to develop novel challenging real-world computer vision benchmarks. Our tasks of interest ...
stereo, object tracking, depth, reconstruction, detection tracking, object detection, segmentation, odometry, optical flow, semantic car depth, sfmThe Prague Texture Segmentation Datagenerator and Benchmark is designed to mutually compare and rank different (dynamic/static) texture segmenters (supe...
benchmark, texture segmentation, texture classification, syntheticDinosaur, Model House, Corridor, Aerial views, Valbonne Church, Raglan Castle, Kapel sequence
multiviewThe New College Data Set contains 30GB of data intended for use by the mobile robotics and vision research communities. Our anticipated users are partie...
urban, stereo, reconstruction, path, panorama, 3d, odometry, navigationMICCAI 2015 Challenge on Liver Ultrasound Tracking Munich, October 9, 2015 (Full Day) Outline Ultrasound (US) imaging is a widely used medical imagi...
ultrasound, liver, benchmark, real, therapy, human, medical, tracking, organThe city planar and non-planar datset consists of urban scenes accompanied by text files describing the plane/non-plane locations. Training Set (Univ...
building, urban, detection, 3d, estimation, planeThe ICG Multi-Camera and Virtual PTZ dataset contains the video streams and calibrations of several static Axis P1347 cameras and one panoramic video fr...
graz, outdoor, video, object, panorama, pedestrian, network, crowd, multiview, tracking, camera, multitarget, detection, calibrationSceneNet RGB-D is dataset comprised of 5 million Photorealistic Images of Synthetic Indoor Trajectories with Ground Truth. It expands the previous work ...
trajectory, reconstruction, scene, slam, lighting, indoor, segmentation, robot, rendering, 3d, synthetic, navigationThis dataset package contains the software and data used for Detection-based Object Labeling on the RGB-D Scenes Dataset as implemented in the paper: ...
object, 3d, kinect, reconstruction, depth, recognition, indoorThe ICG Multi-Camera datasets consist of Easy Data Set (just one person) Medium Data Set (3-5 persons, used for the experiments) Hard Data Set (cro...
graz, indoor, video, object, pedestrian, multiview, tracking, camera, multitarget, detection, calibrationThe 3D Mask Attack Database (3DMAD) is a biometric (face) spoofing database. It currently contains 76500 frames of 17 persons, recorded using Kinect for...
face, emotion, segmentation, 3d, recognition, biometry, frontviewThe BEOID dataset includes object interactions ranging from preparing a coffee to operating a weight lifting machine and opening a door. The dataset is ...
video, object, egocentric, 3d, interaction, pose, trackingThis dataset contains two image collections, TempleOfHeaven and SportsArena, that are deemed hard for Structure-from-Motion (SfM). The method is desc...
ambiguous structures, 3d reconstruction, structure-from-motionObjects viewed from 144 calibrated viewpoints under 3 different lighting conditions
multiviewFine-Grained Visual Classification of Aircraft (FGVC-Aircraft) is a benchmark dataset for the fine grained visual categorization of aircraft. Data, an...
benchmark, evaluation, fine-grained, classification, aircraft, airplane, recognitionFor the first few decades of the fields existence, computer vision has been focused on algorithmic, logical approaches to perception. But it was only wi...
object, 3d, kinect, reconstruction, depth, recognition, indoor24 synthetic scenes. Available data per scene: 9x9 input images (512x512x3) , ground truth (disparity and depth), camera parameters, disparity ranges, e...
multiviewThe ICG Lab 6 (Multi-Camera Multi-Object Tracking) dataset contains 6 indoor people tracking scenarios recorded at our laboratory using 4 static Axis P1...
evaluation, graz, object, laboratory, pedestrian, segmentation, multiview, tracking, camera, detection, calibrationThe Video Segmentation Benchmark (VSB100) provides ground truth annotations for the Berkeley Video Dataset, which consists of 100 HD quality videos divi...
video, object, segmentation, motion, pedestrian, benchmark, tracking, groundtruthScene Parsing Benchmark Scene parsing data and part segmentation data derived from ADE20K dataset could be download from MIT Scene Parsing Benchmark. ...
segmentation, annotation, benchmark, semantic, scene, recognitionThis dataset consists of 8000+ images of professional footballers during a match of the Allsvenskan league. It consists of two parts: one with ground tr...
multiviewThe SUNCG dataset is a Large 3D Model Repository for Indoor Scenes. SUNCG is an ongoing effort to establish a richly-annotated, large-scale dataset ...
scene, layout, recognition, indoor, object, segmentation, rendering, 3d, realism, room, syntheticThe multi-modal/multi-view datasets are created in a cooperation between University of Surrey and Double Negative within the EU FP7 IMPART project. Th...
rgbd, color, dynamic, multi-view, action, outdoor, video, 3d, face, emotion, lidar, human, indoor, multi-mode, modelThe 2D-3D-S dataset provides a variety of mutually registered modalities from 2D, 2.5D and 3D domains, with instance-level semantic and geometric annota...
reconstruction, depth, large-scale, indoor, normal, building, panorama, segmentation, 3d, semanticThe procedural texture perceptual similarity dataset contains a list of procedural textures along with their pairwise distances, as defined by a percept...
study, benchmark, procedural, textureUnlike the previous SHREC contests, the objective of this SHREC 2012 contest is to evaluate the performance of 3D-mesh segmentation techniques instead o...
mesh, segmentation, 3d, partScene Background Initialization (SBI) dataset The SBI dataset has been assembled in order to evaluate and compare the results of background initializa...
change, detection, benchmark, background, foreground, initializationThe RGB-D Person Re-identification dataset is for person re-identification using depth information. The main motivation is that the standard techniques ...
pedestrian, 3d, identification, classification, depth, shapeThe All I Have Seen (AIHS) dataset is created to study the properties of total visual input in humans, for around two weeks Nebojsa Jojic wore a camera ...
similarity, scene, summary, user, indoor, outdoor, video, 3d, clustering, study15 wide baseline stereo image pairs with large viewpoint change, provided ground truth homographies.
multiviewA dataset acquired with 3 synchronized sensors (Primesense Carmine 1.09, Microsoft Kinect v2, Canon IXUS 950 IS), featuring: * 30 industry-relevant ob...
object, rgbd, 3d, estimation, pose, texture-lessISPRS Test Project on Urban Classification and 3D Building Reconstruction The ISPRS working group III/4 announces the release of the 2D semantic label...
urban, reconstruction, recognition, building, 3d, classification, city, semanticCOCO-Stuff augments the COCO dataset with pixel-level stuff annotations for 10,000 images. These annotations can be used for scene understanding tasks l...
annotation, benchmark, coco, segmentation, things, captioning, stuff, groundtruth, semanticMultiple people social interaction dataset captured by 500+ synchronized video cameras, with 3D full body skeletons and calibration data.
multiviewWe wanted to have a collection of action recognition papers and results that everybody can use for reference. The site will work by the community princi...
recognition, benchmark, action, datasetAbstract Scene understanding has (again) become a focus of computer vision research, leveraging advances in detection, context modeling, and tracking. ...
scene, segmentation, pedestrian, 3d, classification, understanding, car, semanticThe Outex dataset is part of a framework for empirical evaluation of texture classification and segmentation algorithms. The framework is being constru...
segmentation, benchmark, classification, synthetic, textureParis-rue-Madame dataset contains 3D Mobile Laser Scanning (MLS) data from rue Madame, a street in the 6th Parisian district (France). The test zone con...
segmentation, 3d, semantic, classification, pointcloud, laser