computervision   4445

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The Bitter Lesson
The biggest lesson that can be read from 70 years of AI research is that general methods that leverage computation are ultimately the most effective, and by a large margin.
computers  ai  machinelearning  algorithms  computervision  deeplearning  games  go  research  academia 
4 days ago by pozorvlak
libfacedetection
An open source library for face detection in images. The face detection speed can reach 1500FPS.
computervision  opencv  ml  machinelearning 
8 days ago by Z303
[1902.00236] Natural and Adversarial Error Detection using Invariance to Image Transformations
We propose an approach to distinguish between correct and incorrect image classifications. Our approach can detect misclassifications which either occur unintentionally ("natural errors"), or due to intentional adversarial attacks ("adversarial errors"), both in a single unified framework. Our approach is based on the observation that correctly classified images tend to exhibit robust and consistent classifications under certain image transformations (e.g., horizontal flip, small image translation, etc.). In contrast, incorrectly classified images (whether due to adversarial errors or natural errors) tend to exhibit large variations in classification results under such transformations. Our approach does not require any modifications or retraining of the classifier, hence can be applied to any pre-trained classifier. We further use state of the art targeted adversarial attacks to demonstrate that even when the adversary has full knowledge of our method, the adversarial distortion needed for bypassing our detector is no longer imperceptible to the human eye. Our approach obtains state-of-the-art results compared to previous adversarial detection methods, surpassing them by a large margin.
adversarialexamples  ComputerVision  NeuralNetworks  DeepLearning 
12 days ago by csantos
ImageNet | Image Database for Research & Machine Learning
ImageNet is an image database organized according to the WordNet hierarchy (currently only the nouns), in which each node of the hierarchy is depicted by hundreds and thousands of images. Currently we have an average of over five hundred images per node. We hope ImageNet will become a useful resource for researchers, educators, students and all of you who share our passion for pictures.
database  image  images  machinelearning  wordnet  photo  photos  graphic  repository  resource  research  ML  synset  dataset  searchengine  AI  automation  artificialintelligence  training  objectrecognition  recognition  computervision 
13 days ago by csaper
Twitter
RT : I think what you see probably depends on its rotation for human viewers too…

AI  ComputerVision  from twitter
14 days ago by tonys

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