Computer Vision

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PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans

Giang Nguyen, Valerie Chen, Mohammad Reza Taesiri, Anh Totti Nguyen
Links: pdf | code | project page
Vision Language Models Are Blind

Pooyan Rahmanzadehgervi*, Logan Bolton*, Mohammad Reza Taesiri, Anh Totti Nguyen
Links: pdf | code | project page
PEEB: Part-based Image Classifiers with an Explainable and Editable Language Bottleneck

Thang M. Pham*, Peijie Chen*, Tin Nguyen*, Seunghyun Yoon, Trung Bui, Anh Totti Nguyen
Links: pdf | code | project page
GlitchBench: Can large multimodal models detect video game glitches?

Mohammad Reza Taesiri, Tianjun Feng, Cor-Paul Bezemer, Anh Totti Nguyen
Links: pdf | code | project page
Fast and Interpretable Face Identification for Out-Of-Distribution Data Using Vision Transformers

Hai Phan, Cindy X. Le, Vu Le, Yihui Le, Anh Totti Nguyen
Links: pdf | code | project page
ImageNet-Hard: The Hardest Images Remaining from a Study of the Power of Zoom and Spatial Biases in Image Classification

Mohammad Reza Taesiri, Giang Nguyen, Sarra Habchi, Cor-Paul Bezemer, Anh Nguyen
Links: pdf | code | project page
gScoreCAM: What objects is CLIP looking at?

Peijie Chen, Qi Li, Saad Biaz, Trung Bui, Anh Nguyen
Links: pdf | code | project page
How explainable are adversarially-robust CNNs?

Mehdi Nourelahi, Lars Kotthoff, Peijie Chen, Anh Nguyen
Links: pdf | code | project page
DeepFace-EMD: Re-ranking Using Patch-wise Earth Mover’s Distance Improves Out-Of-Distribution Face Identification

Hai Phan, Anh Nguyen
Links: pdf | code | project page
The shape and simplicity biases of adversarially robust ImageNet-trained CNNs

Peijie Chen*, Chirag Agarwal*, Anh Nguyen*
Links: pdf | code | project page
SAM: The Sensitivity of Attribution Methods to Hyperparameters

Naman Bansal*, Chirag Agarwal*, Anh Nguyen*
Links: pdf | code | project page
Explaining image classifiers by removing input features using generative models

Chirag Agarwal, Anh Nguyen
Links: pdf | code | project page
Strike (with) a Pose: Neural networks are easily fooled by strange poses of familiar objects

Michael Alcorn, Qi Li, Zhitao Gong, Chengfei Wang, Long Mai, Wei-shinn Ku, Anh Nguyen
Links: pdf | code | project page
VectorDefense: Vectorization as a Defense to Adversarial Examples

Vishaal M. Kabilan, Brandon Morris, Anh Nguyen
Links: pdf | code | project page
Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space

Anh Nguyen, Jeff Clune, Yoshua Bengio, Alexey Dosovitskiy, Jason Yosinski
Links: pdf | code | project page

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Computer Vision

PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans

Vision Language Models Are Blind

PEEB: Part-based Image Classifiers with an Explainable and Editable Language Bottleneck

GlitchBench: Can large multimodal models detect video game glitches?

Fast and Interpretable Face Identification for Out-Of-Distribution Data Using Vision Transformers

ImageNet-Hard: The Hardest Images Remaining from a Study of the Power of Zoom and Spatial Biases in Image Classification

gScoreCAM: What objects is CLIP looking at?

How explainable are adversarially-robust CNNs?

DeepFace-EMD: Re-ranking Using Patch-wise Earth Mover’s Distance Improves Out-Of-Distribution Face Identification

The shape and simplicity biases of adversarially robust ImageNet-trained CNNs

SAM: The Sensitivity of Attribution Methods to Hyperparameters

Explaining image classifiers by removing input features using generative models

Strike (with) a Pose: Neural networks are easily fooled by strange poses of familiar objects

VectorDefense: Vectorization as a Defense to Adversarial Examples

Plug & Play Generative Networks: Conditional Iterative Generation of Images in Latent Space