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In order to assess the most effective algorithms for detecting deepfakes, a coalition of leading technology companies hosted the Deepfake Detection Challenge to accelerate the technology for identifying manipulated content. [173] The winning model of the Deepfake Detection Challenge was 65% accurate on the holdout set of 4,000 videos. [174]
The loss function is defined using triplets of training points of the form (,,).In each triplet, (called an "anchor point") denotes a reference point of a particular identity, (called a "positive point") denotes another point of the same identity in point , and (called a "negative point") denotes an point of an identity different from the identity in point and .
Kaggle is a data science competition platform and online community for data scientists and machine learning practitioners under Google LLC.Kaggle enables users to find and publish datasets, explore and build models in a web-based data science environment, work with other data scientists and machine learning engineers, and enter competitions to solve data science challenges.
Another recent challenge is the ADD [77] —Audio Deepfake Detection—which considers fake situations in a more real-life scenario. [ 78 ] Also the Voice Conversion Challenge [ 79 ] is a bi-annual challenge, created with the need to compare different voice conversion systems and approaches using the same voice data.
At line 10, the squash function can be replaced by other functions and network topologies that retain the vector direction. The procedure conducts r {\textstyle r} iterations, usually 4–5, with l {\textstyle l} the index for the source capsule layer or primary layer, where the routing goes from , and the capsule layer l + 1 {\textstyle l+1 ...
The early detection of diseases like cancer is made possible by AI algorithms, which diagnose diseases by analyzing complex sets of medical data. For example, the IBM Watson system might be used to comb through massive data such as medical records and clinical trials to help diagnose a problem. [ 93 ]
Deepfake pornography often grafts a person’s face into a real pornographic scene — for example, a famous woman’s face will be “swapped” with an adult star’s face, making it appear that ...
Vietnamese Constructive and Toxic Speech Detection Dataset 10,000 Vietnamese users' comments on online newspapers on 10 domains CSV Natural Language Processing 2021 [114] Nguyen et al. PG-19: A set of books extracted from the Project Gutenberg books library Text Natural Language Processing 2019 Jack W et al. Deepmind Mathematics