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08/07/2023
HomOpt: A Homotopy-Based Hyperparameter Optimization Method
Machine learning has achieved remarkable success over the past couple of...
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04/19/2023
On the Effectiveness of Image Manipulation Detection in the Age of Social Media
Image manipulation detection algorithms designed to identify local anoma...
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12/23/2022
Human Activity Recognition in an Open World
Managing novelty in perception-based human activity recognition (HAR) is...
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11/15/2022
Using Human Perception to Regularize Transfer Learning
Recent trends in the machine learning community show that models with fi...
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10/16/2022
Perceptual-Score: A Psychophysical Measure for Assessing the Biological Plausibility of Visual Recognition Models
For the last decade, convolutional neural networks (CNNs) have vastly su...
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07/05/2022
Guiding Machine Perception with Psychophysics
Gustav Fechner's 1860 delineation of psychophysics, the measurement of s...
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05/29/2022
Unfooling Perturbation-Based Post Hoc Explainers
Monumental advancements in artificial intelligence (AI) have lured the i...
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11/08/2021
A Study of the Human Perception of Synthetic Faces
Advances in face synthesis have raised alarms about the deceptive use of...
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06/15/2021
On the Objective Evaluation of Post Hoc Explainers
Many applications of data-driven models demand transparency of decisions...
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05/13/2021
Handwriting Recognition with Novelty
This paper introduces an agent-centric approach to handle novelty in the...
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11/04/2020
Pitfalls in Machine Learning Research: Reexamining the Development Cycle
Machine learning has the potential to fuel further advances in data scie...
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09/21/2020
Modeling Score Distributions and Continuous Covariates: A Bayesian Approach
Computer Vision practitioners must thoroughly understand their model's p...
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01/29/2020
Joint Visual-Temporal Embedding for Unsupervised Learning of Actions in Untrimmed Sequences
Understanding the structure of complex activities in videos is one of th...
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07/26/2019
Report on UG^2+ Challenge Track 1: Assessing Algorithms to Improve Video Object Detection and Classification from Unconstrained Mobility Platforms
How can we effectively engineer a computer vision system that is able to...
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04/09/2019
UG^2+ Track 2: A Collective Benchmark Effort for Evaluating and Advancing Image Understanding in Poor Visibility Environments
The UG^2+ challenge in IEEE CVPR 2019 aims to evoke a comprehensive disc...
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01/28/2019
Bridging the Gap Between Computational Photography and Visual Recognition
What is the current state-of-the-art for image restoration and enhanceme...
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11/17/2018
On Hallucinating Context and Background Pixels from a Face Mask using Multi-scale GANs
We propose a multi-scale GAN model to hallucinate realistic context (for...
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11/05/2018
Fast Face Image Synthesis with Minimal Training
We propose an algorithm to generate realistic face im-ages of both real ...
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07/09/2018
Beyond Pixels: Image Provenance Analysis Leveraging Metadata
Creative works, whether paintings or memes, follow unique journeys that ...
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07/03/2018
Getting the subtext without the text: Scalable multimodal sentiment classification from visual and acoustic modalities
In the last decade, video blogs (vlogs) have become an extremely popular...
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05/28/2018
Face hallucination using cascaded super-resolution and identity priors
In this paper we address the problem of hallucinating high-resolution fa...
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05/28/2018
A Neurobiological Cross-domain Evaluation Metric for Predictive Coding Networks
Achieving a good measure of model generalization remains a challenge wit...
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03/19/2018
Visual Psychophysics for Making Face Recognition Algorithms More Explainable
Scientific fields that are interested in faces have developed their own ...
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01/19/2018
Image Provenance Analysis at Scale
Prior art has shown it is possible to estimate, through image processing...
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10/09/2017
UG^2: a Video Benchmark for Assessing the Impact of Image Restoration andEnhancement on Automatic Visual Recognition
Advances in image restoration and enhancement techniques have led to dis...
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05/31/2017
Neuron Segmentation Using Deep Complete Bipartite Networks
In this paper, we consider the problem of automatically segmenting neuro...
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11/19/2016
PsyPhy: A Psychophysics Driven Evaluation Framework for Visual Recognition
By providing substantial amounts of data and standardized evaluation pro...
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11/30/2012