awesome-ai-safety

A curated list of awesome AI safety papers, projects and communities.
https://github.com/hari-sikchi/awesome-ai-safety

Last synced: 3 days ago
JSON representation

Table of Contents
- Frameworks
- Papers
- Datasets
  - MNIST
  - Large-scale Fashion (DeepFashion) Database - Contains over 800,000 diverse fashion images. Each image in this dataset is labeled with 50 categories, 1,000 descriptive attributes, bounding box and clothing landmarks
  - YouTube-8M Dataset - YouTube-8M is a large-scale labeled video dataset that consists of 8 million YouTube video IDs and associated labels from a diverse vocabulary of 4800 visual entities.
  - Flickr 30k
  - The AR Face Database - Contains over 4,000 color images corresponding to 126 people's faces (70 men and 56 women). Frontal views with variations in facial expressions, illumination, and occlusions. (Formats: RAW (RGB 24-bit))
  - Microsoft COCO
  - Image QA
  - Google House Numbers
  - CIFAR-10 and CIFAR-100
  - Tiny Images
  - Flickr Data
  - Berkeley Segmentation Dataset 500
  - AT&T Laboratories Cambridge face database
  - AVHRR Pathfinder
  - Amsterdam Library of Object Images - ALOI is a color image collection of one-thousand small objects, recorded for scientific purposes. In order to capture the sensory variation in object recordings, we systematically varied viewing angle, illumination angle, and illumination color for each object, and additionally captured wide-baseline stereo images. We recorded over a hundred images of each object, yielding a total of 110,250 images for the collection. (Formats: png)
  - Annotated face, hand, cardiac & meat images - Most images & annotations are supplemented by various ASM/AAM analyses using the AAM-API. (Formats: bmp,asf)
  - Image Analysis and Computer Graphics
  - Brown University Stimuli - A variety of datasets including geons, objects, and "greebles". Good for testing recognition algorithms. (Formats: pict)
  - CCITT Fax standard images - 8 images (Formats: gif)
  - CMU VASC Image Database - Images, sequences, stereo pairs (thousands of images) (Formats: Sun Rasterimage)
  - Caltech Image Database - about 20 images - mostly top-down views of small objects and toys. (Formats: GIF)
  - Columbia-Utrecht Reflectance and Texture Database - Texture and reflectance measurements for over 60 samples of 3D texture, observed with over 200 different combinations of viewing and illumination directions. (Formats: bmp)
  - Computational Colour Constancy Data - A dataset oriented towards computational color constancy, but useful for computer vision in general. It includes synthetic data, camera sensor data, and over 700 images. (Formats: tiff)
  - Computational Vision Lab
  - Densely Sampled View Spheres - Densely sampled view spheres - upper half of the view sphere of two toy objects with 2500 images each. (Formats: tiff)
  - Digital Embryos - Digital embryos are novel objects which may be used to develop and test object recognition systems. They have an organic appearance. (Formats: various formats are available on request)
  - Univerity of Minnesota Vision Lab
  - FG-NET Facial Aging Database - Database contains 1002 face images showing subjects at different ages. (Formats: jpg)
  - FVC2000 Fingerprint Databases - FVC2000 is the First International Competition for Fingerprint Verification Algorithms. Four fingerprint databases constitute the FVC2000 benchmark (3520 fingerprints in all).
  - German Fingerspelling Database - The database contains 35 gestures and consists of 1400 image sequences that contain gestures of 20 different persons recorded under non-uniform daylight lighting conditions. (Formats: mpg,jpg)
  - Language Processing and Pattern Recognition
  - Groningen Natural Image Database - 4000+ 1536x1024 (16 bit) calibrated outdoor images (Formats: homebrew)
  - ICG Testhouse sequence - 2 turntable sequences from ifferent viewing heights, 36 images each, resolution 1000x750, color (Formats: PPM)
  - IEN Image Library - 1000+ images, mostly outdoor sequences (Formats: raw, ppm)
  - INRIA's Syntim images database - 15 color image of simple objects (Formats: gif)
  - INRIA's Syntim stereo databases - 34 calibrated color stereo pairs (Formats: gif)
  - Image Analysis Laboratory - Images obtained from a variety of imaging modalities -- raw CFA images, range images and a host of "medical images". (Formats: homebrew)
  - Image Database - An image database including some textures
  - JAFFE Facial Expression Image Database - The JAFFE database consists of 213 images of Japanese female subjects posing 6 basic facial expressions as well as a neutral pose. Ratings on emotion adjectives are also available, free of charge, for research purposes. (Formats: TIFF Grayscale images.)
  - ATR Research, Kyoto, Japan
  - Machine Vision - Images from the textbook by Jain, Kasturi, Schunck (20+ images) (Formats: GIF TIFF)
  - Mammography Image Databases - 100 or more images of mammograms with ground truth. Additional images available by request, and links to several other mammography databases are provided. (Formats: homebrew)
  - Middlebury Stereo Data Sets with Ground Truth - Six multi-frame stereo data sets of scenes containing planar regions. Each data set contains 9 color images and subpixel-accuracy ground-truth data. (Formats: ppm)
  - Middlebury Stereo Vision Research Page - Middlebury College
  - Modis Airborne simulator, Gallery and data set - High Altitude Imagery from around the world for environmental modeling in support of NASA EOS program (Formats: JPG and HDF)
  - National Design Repository - Over 55,000 3D CAD and solid models of (mostly) mechanical/machined engineerign designs. (Formats: gif,vrml,wrl,stp,sat)
  - Geometric & Intelligent Computing Laboratory
  - Otago Optical Flow Evaluation Sequences - Synthetic and real sequences with machine-readable ground truth optical flow fields, plus tools to generate ground truth for new sequences. (Formats: ppm,tif,homebrew)
  - Photometric 3D Surface Texture Database - This is the first 3D texture database which provides both full real surface rotations and registered photometric stereo data (30 textures, 1680 images). (Formats: TIFF)
  - SEQUENCES FOR OPTICAL FLOW ANALYSIS (SOFA) - 9 synthetic sequences designed for testing motion analysis applications, including full ground truth of motion and camera parameters. (Formats: gif)
  - Computer Vision Group
  - Stereo Images with Ground Truth Disparity and Occlusion - a small set of synthetic images of a hallway with varying amounts of noise added. Use these images to benchmark your stereo algorithm. (Formats: raw, viff (khoros), or tiff)
  - Stuttgart Range Image Database - A collection of synthetic range images taken from high-resolution polygonal models available on the web (Formats: homebrew)
  - The MIT-CSAIL Database of Objects and Scenes - Database for testing multiclass object detection and scene recognition algorithms. Over 72,000 images with 2873 annotated frames. More than 50 annotated object classes. (Formats: jpg)
  - The RVL SPEC-DB (SPECularity DataBase) - A collection of over 300 real images of 100 objects taken under three different illuminaiton conditions (Diffuse/Ambient/Directed). -- Use these images to test algorithms for detecting and compensating specular highlights in color images. (Formats: TIFF )
  - Robot Vision Laboratory
  - The Xm2vts database - The XM2VTSDB contains four digital recordings of 295 people taken over a period of four months. This database contains both image and video data of faces.
  - Centre for Vision, Speech and Signal Processing
  - Traffic Image Sequences and 'Marbled Block' Sequence - thousands of frames of digitized traffic image sequences as well as the 'Marbled Block' sequence (grayscale images) (Formats: GIF)
  - IAKS/KOGS
  - U Oulu wood and knots database - Includes classifications - 1000+ color images (Formats: ppm)
  - UCID - an Uncompressed Colour Image Database - a benchmark database for image retrieval with predefined ground truth. (Formats: tiff)
  - UMass Vision Image Archive - Large image database with aerial, space, stereo, medical images and more. (Formats: homebrew)
  - USF Range Image Data with Segmentation Ground Truth - 80 image sets (Formats: Sun rasterimage)
  - University of Oulu Physics-based Face Database - contains color images of faces under different illuminants and camera calibration conditions as well as skin spectral reflectance measurements of each person.
  - Machine Vision and Media Processing Unit
  - University of Oulu Texture Database - Database of 320 surface textures, each captured under three illuminants, six spatial resolutions and nine rotation angles. A set of test suites is also provided so that texture segmentation, classification, and retrieval algorithms can be tested in a standard manner. (Formats: bmp, ras, xv)
  - Machine Vision Group
  - View Sphere Database - Images of 8 objects seen from many different view points. The view sphere is sampled using a geodesic with 172 images/sphere. Two sets for training and testing are available. (Formats: ppm)
  - PRIMA, GRAVIR
  - Wiry Object Recognition Database - Thousands of images of a cart, ladder, stool, bicycle, chairs, and cluttered scenes with ground truth labelings of edges and regions. (Formats: jpg)
  - 3D Vision Group
  - Yale Face Database - 165 images (15 individuals) with different lighting, expression, and occlusion configurations.
  - Yale Face Database B - 5760 single light source images of 10 subjects each seen under 576 viewing conditions (9 poses x 64 illumination conditions). (Formats: PGM)
  - Center for Computational Vision and Control
  - Visual Object Classes Challenge 2012 (VOC2012) - VOC2012 dataset containing 12k images with 20 annotated classes for object detection and segmentation.
  - MIT Vision Texture - Image archive (100+ images) (Formats: ppm)
  - Efficient Content-based Retrieval Group
  - CMU PIE Database - A database of 41,368 face images of 68 people captured under 13 poses, 43 illuminations conditions, and with 4 different expressions.
  - Fashion-MNIST - MNIST like fashion product dataset consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28x28 grayscale image, associated with a label from 10 classes.
  - Open Images dataset - Open Images is a dataset of ~9 million URLs to images that have been annotated with labels spanning over 6000 categories.
  - DeepMind QA Corpus - Textual QA corpus from CNN and DailyMail. More than 300K documents in total. [Paper](http://arxiv.org/abs/1506.03340) for reference.
  - MNIST
  - Google House Numbers
  - Image Analysis and Computer Graphics
  - Content-based image retrieval database - 11 sets of color images for testing algorithms for content-based retrieval. Most sets have a description file with names of objects in each image. (Formats: jpg)
  - Univerity of Minnesota Vision Lab
  - FVC2000 Fingerprint Databases - FVC2000 is the First International Competition for Fingerprint Verification Algorithms. Four fingerprint databases constitute the FVC2000 benchmark (3520 fingerprints in all).
  - Language Processing and Pattern Recognition
  - OSU (MSU) 3D Object Model Database - several sets of 3D object models collected over several years to use in object recognition research (Formats: homebrew, vrml)
  - OSU (MSU/WSU) Range Image Database - Hundreds of real and synthetic images (Formats: gif, homebrew)
  - Vision Research Group
  - Photometric 3D Surface Texture Database - This is the first 3D texture database which provides both full real surface rotations and registered photometric stereo data (30 textures, 1680 images). (Formats: TIFF)
  - The MIT-CSAIL Database of Objects and Scenes - Database for testing multiclass object detection and scene recognition algorithms. Over 72,000 images with 2873 annotated frames. More than 50 annotated object classes. (Formats: jpg)
  - Visual Object Classes Challenge 2012 (VOC2012) - VOC2012 dataset containing 12k images with 20 annotated classes for object detection and segmentation.
  - Large-scale Fashion (DeepFashion) Database - Contains over 800,000 diverse fashion images. Each image in this dataset is labeled with 50 categories, 1,000 descriptive attributes, bounding box and clothing landmarks
  - FakeNewsCorpus - Contains about 10 million news articles classified using [opensources.co](http://opensources.co) types
  - Digital Embryos - Digital embryos are novel objects which may be used to develop and test object recognition systems. They have an organic appearance. (Formats: various formats are available on request)
  - Institute of Computer Graphics and Vision
  - Tiny Images
  - Computational Colour Constancy Data - A dataset oriented towards computational color constancy, but useful for computer vision in general. It includes synthetic data, camera sensor data, and over 700 images. (Formats: tiff)
  - Computational Vision Lab
  - The AR Face Database - Contains over 4,000 color images corresponding to 126 people's faces (70 men and 56 women). Frontal views with variations in facial expressions, illumination, and occlusions. (Formats: RAW (RGB 24-bit))
  - OSU/SAMPL Database: Range Images, 3D Models, Stills, Motion Sequences - Over 1000 range images, 3D object models, still images and motion sequences (Formats: gif, ppm, vrml, homebrew)
  - Signal Analysis and Machine Perception Laboratory
  - Institute of Computer Graphics and Vision
  - Image Analysis Laboratory
  - El Salvador Atlas of Gastrointestinal VideoEndoscopy - Images and Videos of his-res of studies taken from Gastrointestinal Video endoscopy. (Formats: jpg, mpg, gif)
  - Purdue Robot Vision Lab
  - LIMSI-CNRS/CHM/IMM/vision
  - LIMSI-CNRS
  - Flickr 8k
  - Department Image Understanding
- Tutorials
- Researchers
- Websites
- Blogs
  - An efficient, batched LSTM.
  - Torch7 Cheat sheet
  - Machine Learning is Fun!
  - Caffe DockerFile
  - Misc from MIT's 'Machine Learning' course
  - Emotion Recognition API Demo - Microsoft
  - AlphaGo - A replication of DeepMind's 2016 Nature publication, "Mastering the game of Go with deep neural networks and tree search"
  - RAISE blog
  - Towards safe reinforcement learning
  - A chess AI that learns to play chess using deep learning.
  - Awesome Deep Learning Music - Curated list of articles related to deep learning scientific research applied to music
  - Machine Learning for Software Engineers
  - Google deepdream - Neural Network art
  - Face recognition with Google's FaceNet deep neural network.
  - The original code from the DeepMind article + tweaks
  - Proof of concept for loading Caffe models in TensorFlow
  - Dockerface - Easy to install and use deep learning Faster R-CNN face detection for images and video in a docker container.
  - TorontoDeepLEarning convnet
  - Memory Networks Implementations - Facebook
  - Awesome Graph Embedding - Curated list of articles related to deep learning scientific research on graph structured data
  - 100 Best Github Resources in Github for DL
  - gfx.js
  - Reproducing the results of "Playing Atari with Deep Reinforcement Learning" by DeepMind
  - Wiki2Vec. Getting Word2vec vectors for entities and word from Wikipedia Dumps
  - Basic digit recognition neural network
  - Word2Vec
  - Implementing a Distributed Deep Learning Network over Spark
- Videos and Lectures
- Conferences
- Tools
  - Netron - Visualizer for deep learning and machine learning models
  - TensorBoard - TensorFlow's Visualization Toolkit

Programming Languages

Python 18 Jupyter Notebook 5 C++ 4 JavaScript 4 Lua 3 Cuda 2 HTML 2 Java 1 Objective-C 1 Matlab 1

Categories

Table of Contents 470 License 2

Sub Categories

Researchers 119 Datasets 113 Websites 61 Papers 52 Frameworks 48 Blogs 27 Videos and Lectures 20 Tutorials 20 Conferences 8 Tools 2 Contributing 2

Keywords

deep-learning 20 machine-learning 17 python 9 neural-network 8 tensorflow 7 neural-networks 6 computer-vision 4 artificial-intelligence 3 deep-neural-networks 3 distributed 2 face-recognition 2 pytorch 2 numpy 2 ml 2 deeplearning 2 tutorial 2 gpu 2 tensor 1 autograd 1 article 1 torch 1 audio 1 audio-processing 1 awesome 1 awesome-list 1 bib 1 list 1 lists 1 music 1 music-genre-classification 1 music-information-retrieval 1 ai 1 coreml 1 keras 1 machinelearning 1 onnx 1 safetensors 1 tensorflow-lite 1 visualizer 1 fast 1 mkl 1 neon 1 performance 1 deep-learning-library 1 theano 1 lasagne 1 scikit-learn 1 examples 1 caffe 1 face 1