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06/16/2023
Emergent Asymmetry of Precision and Recall for Measuring Fidelity and Diversity of Generative Models in High Dimensions
Precision and Recall are two prominent metrics of generative performance...
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06/08/2023
Trojan Model Detection Using Activation Optimization
Due to data's unavailability or large size, and the high computational a...
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06/04/2022
Learning Robust Representations Of Generative Models Using Set-Based Artificial Fingerprints
With recent progress in deep generative models, the problem of identifyi...
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06/01/2022
Attack-Agnostic Adversarial Detection
The growing number of adversarial attacks in recent years gives attacker...
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09/30/2021
Introducing the DOME Activation Functions
In this paper, we introduce a novel non-linear activation function that ...
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08/30/2021
BioFors: A Large Biomedical Image Forensics Dataset
Research in media forensics has gained traction to combat the spread of ...
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01/01/2021
MrGCN: Mirror Graph Convolution Network for Relation Extraction with Long-Term Dependencies
The ability to capture complex linguistic structures and long-term depen...
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11/23/2020
MEG: Multi-Evidence GNN for Multimodal Semantic Forensics
Fake news often involves semantic manipulations across modalities such a...
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08/18/2020
Adversarial Attack and Defense Strategies for Deep Speaker Recognition Systems
Robust speaker recognition, including in the presence of malicious attac...
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08/08/2020
Two-branch Recurrent Network for Isolating Deepfakes in Videos
The current spike of hyper-realistic faces artificially generated using ...
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06/12/2020
Multi-Modal Fingerprint Presentation Attack Detection: Evaluation On A New Dataset
Fingerprint presentation attack detection is becoming an increasingly ch...
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06/12/2020
Multispectral Biometrics System Framework: Application to Presentation Attack Detection
In this work, we present a general framework for building a biometrics s...
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12/02/2019
Discovery and Separation of Features for Invariant Representation Learning
Supervised machine learning models often associate irrelevant nuisance f...
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11/11/2019
Invariant Representations through Adversarial Forgetting
We propose a novel approach to achieving invariance for deep neural netw...
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11/03/2019
Learning Structure via Consensus for Face Segmentation and Parsing
Face segmentation is the task of densely labeling pixels on the face acc...
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06/07/2019
Does Generative Face Completion Help Face Recognition?
Face occlusions, covering either the majority or discriminative parts of...
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05/07/2019
Unified Adversarial Invariance
We present a unified invariance framework for supervised neural networks...
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05/02/2019
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos
The spread of misinformation through synthetically generated yet realist...
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05/02/2019
Recurrent-Convolution Approach to DeepFake Detection - State-Of-Art Results on FaceForensics++
Spread of misinformation has become a significant problem, raising the i...
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03/08/2019
RoPAD: Robust Presentation Attack Detection through Unsupervised Adversarial Invariance
For enterprise, personal and societal applications, there is now an incr...
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03/02/2019
AIRD: Adversarial Learning Framework for Image Repurposing Detection
Image repurposing is a commonly used method for spreading misinformation...
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09/26/2018
Unsupervised Adversarial Invariance
Data representations that contain all the information about target varia...
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08/20/2018
Deep Multimodal Image-Repurposing Detection
Nefarious actors on social media and other platforms often spread rumors...
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06/06/2018
Adversarial Auto-encoders for Speech Based Emotion Recognition
Recently, generative adversarial networks and adversarial autoencoders h...
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02/17/2018
CapsuleGAN: Generative Adversarial Capsule Network
We present Generative Adversarial Capsule Network (CapsuleGAN), a framew...
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11/20/2017
Bidirectional Conditional Generative Adversarial Networks
Conditional variants of Generative Adversarial Networks (GANs), known as...
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07/06/2017
Multimedia Semantic Integrity Assessment Using Joint Embedding Of Images And Text
Real world multimedia data is often composed of multiple modalities such...
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05/27/2017
Deep Matching and Validation Network -- An End-to-End Solution to Constrained Image Splicing Localization and Detection
Image splicing is a very common image manipulation technique that is som...
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03/23/2016
Face Recognition Using Deep Multi-Pose Representations
We introduce our method and system for face recognition using multiple p...
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05/04/2015