10k US Adult Faces Databasewilmabainbridge.com
Image Processing
38 datasets
Computer vision depends on labeled images. The classic benchmarks here are MNIST for handwritten digits, ImageNet in its WordNet hierarchy, Google's Open Images with segmentation masks, the KITTI Vision Benchmark Suite and the Caltech Pedestrian Detection Benchmark. Fine-grained sets include the Oxford-IIIT Pet Dataset, Stanford Dogs and the ETHEC butterfly images, and LILA offers over 10 million labeled images for biology and conservation, many from camera traps.
Other entries cover faces (YouTube Faces, the 10k US Adult Faces Database), human motion (HumanEva), underwater gestures, cervical cytology, 360-degree stereo video and historic newspaper illustrations from Newspaper Navigator. Licences are often non-commercial: KITTI, SVIRO, CCAgT and ETHEC are CC BY-NC, and ImageNet requires accepting its terms. Images themselves may carry separate copyright from the annotations. Face datasets raise consent questions, so check how the photos were collected before training on them.
2GB of Photos of Catskaggle.com
AI Detector Arena BenchmarkAI Detector Arena
A standardized benchmark dataset for evaluating AI-generated image detection tools. Contains 2,038 images with balanced split between AI-generated (1,018) and real photos (1,020). Covers 17 state-of-the-art AI generators including DALL-E 3, Midjourney, Stable Diffusion, and Flux. Images span 6…
Audience Unfiltered faces for gender and age classificationtalhassner.github.io
Affective Image Classificationimageemotion.org
Airborne Object Detection and Trackingaicrowd.com
The Airborne Object Tracking (AOT) dataset is a collection of flight sequences collected onboard aerial vehicles with high-resolution cameras. To generate those sequences, two aircraft are equipped with sensors and fly planned encounters (e.g., Helicopter1 in Figure 1(a)). The trajectories are…
Animals with attributesattributes.kyb.tuebingen.mpg.de
CADDY Underwater Stereo-Vision Dataset of divers' hand gesturescaddy-underwater-datasets.ge.issia.cnr.it
Contains 10K stereo pair images collected in 8 different scenarios plus 12K stereo pair images synchronized with diver body pose measurements.
Contains 9339 images with resolution of 1600×1200 where each pixel is 0.111µmX0.111µm from 15 different slides stained with AgNOR technique, having at least one label per image. Have more than sixty-three thousand annotations. The images from patients of Gynecology and Colonoscopy Outpatient Clinic…
Caltech Pedestrian Detection Benchmarkdata.caltech.edu
Chars74K datasetinfo-ee.surrey.ac.uk
Character Recognition in Natural Images (both English and Kannada are available)
Cube++github.com
644890 raw 18-megapixel images, each containing a SpyderCube color target in their scenes, manually labelled categories, and ground truth illumination chromaticities. The dataset was collected for illumination estimation problem.
Densely Annotated Video Driving Data Setmediatum.ub.tum.de
This data set consists of 28 video sequences of driving recorded in the CARLA simulator, resulting in a total of 10767 frames. For each frame, pixel-wise semantic labels are provided. The scenes are recorded in dynamic weather and traffic conditions.
A large-scale anime image database with 3.33m+ images annotated with 99.7m+ tags; it can be useful for machine learning purposes such as image recognition and generation.
Face Recognition Benchmarkface-rec.org
Photographic film stocks referenceLumi Studio
25 well-known photographic film stocks with their characteristics in machine-readable form, for film-simulation work, photography education and image metadata tooling. The file notes that availability, datasheets and emulsion characteristics change over time and that manufacturer documentation is…
Flickr: 32 Class Brand Logosuni-augsburg.de
HumanEva Datasethumaneva.is.tue.mpg.de
The HumanEva-I dataset contains 7 calibrated video sequences (4 grayscale and 3 color) that are synchronized with 3D body poses obtained from a motion capture system. The database contains 4 subjects performing a 6 common actions (e.g. walking, jogging, gesturing, etc.). The error metrics for…
ImageNet (in WordNet hierarchy)image-net.org
Indoor Scene Recognitionweb.mit.edu
KITTI Vision Benchmark Suitecvlibs.net
Labeled Information Library of Alexandria - Biology and ConservationLILA working group
Contains over 10 million labeled images related to biology and conservation, particularly images from motion-triggered camera traps.
This 360° video dataset contains 20 stitched and unstitched 8K/30 fps stereoscopic videos, lasting from 248 to 1207 seconds.
Multi-View Region of Interest Prediction Dataset for Autonomous Drivingmediatum.ub.tum.de
Contains 16 driving scenarios with 6 camera views each. Manually ROI labels describe circular salient image regions in the driving context. It has about 16000 images and labels.
Massive Visual Memory Stimuli, MITolivalab.mit.edu
Newspaper Navigatornews-navigator.labs.loc.gov
This dataset consists of extracted visual content for 16,358,041 historic newspaper pages in Chronicling America. The visual content was identified using an object detection model trained on annotations of World War 1-era Chronicling America pages, including annotations made by volunteers as part…
Open Images From GoogleGoogle
Pictures with segmentation masks for 2.8 million object instances in 350 categories.
RuFaMahmoud Aslan
26Contains images of text written in one of two Arabic fonts (Ruqaa and Nastaliq (Farsi)). The dataset contains 40,000 synthesized image and 516 real one, 40,516 in total. Images are in RGB JPG format at 100×100px.
SVIRO Synthetic Vehicle Interior Rear Seat Occupancysviro.kl.dfki.de
25.000 synthetic scenery's across ten different vehicle interiors for several simulated sensor inputs and ground truth data
Stanford Dogs Datasetvision.stanford.edu
The Action Similarity Labeling (ASLAN) Challengetalhassner.github.io
The Oxford-IIIT Pet Datasetrobots.ox.ac.uk
Crowd Violence / Non-violence Database and benchmark
Visual genome (archived at Wayback)web.archive.org
Data still available for download from Wayback
WhatFontIs-BenchWhatFontIs
Synthetic benchmark for font family identification. Contains 11,995 JPG images of single words set in 600 known fonts (sans-serif, serif, slab serif, monospaced), rendered on real surface photos, scenes and printed objects at three difficulty levels, with the font, text, word box and per-letter…
YouTube Faces Databasecs.tau.ac.il