XAI4CV23
* *Explainable AI for Computer Vision Workshop
* Analyzing Results of Depth Estimation Models with Monocular Criteria
* Ante-Hoc Generation of Task-Agnostic Interpretation Maps
* CAVLI - Using image associations to produce local concept-based explanations
* Confusion Matrix for Evaluating Feature Attribution Methods, A
* Disentangling Neuron Representations with Concept Vectors
* Hierarchical Explanations for Video Action Recognition
* Localized Shortcut Removal
* Manifold Hypothesis for Gradient-Based Explanations, The
* ODSmoothGrad: Generating Saliency Maps for Object Detectors
* Robustness of Visual Explanations to Common Data Augmentation Methods
* Sanity checks for patch visualisation in prototype-based image classification
* Seg-XRes-CAM: Explaining Spatially Local Regions in Image Segmentation
* Shared Interest ... Sometimes: Understanding the Alignment between Human Perception, Vision Architectures, and Saliency Map Techniques
* Text2Concept: Concept Activation Vectors Directly from Text
* Towards Evaluating Explanations of Vision Transformers for Medical Imaging
* Vision DiffMask: Faithful Interpretation of Vision Transformers with Differentiable Patch Masking
* ZEBRA: Explaining rare cases through outlying interpretable concepts
18 for XAI4CV23
XAI4CV25
* *Explainable AI for Computer Vision Workshop
* Disentangling Visual Transformers: Patch-Level Interpretability for Image Classification
* ExaM: Unsupervised Concept-Based Representation Learning to Better Explain Models in Vision Tasks
* Explaining 3D Point Cloud Semantic Segmentation Models Through Adversarial Attacks
* gMINT: Gradiant-based Membership Inference Test Applied to Image Models
* How Does the Machine Perceive Depth for Indoor Single Images with CNN?
* PCBEAR: Pose Concept Bottleneck for Explainable Action Recognition
* PoseGuru: Landmarks for Explainable Pose Correction using Exemplar-Guided Algorithmic Recourse
* Rel-SA: Alzheimer's Disease Detection Using Relevance-augmented Self Attention by Inducing Domain Priors in Vision Transformers
* ScoreCAM++: Gated Score-Weighted Visual Explanations for CNNs
* Towards Synthetic Concept Activation Vectors via Generative Models
* Visually Interpretable Subtask Reasoning for Visual Question Answering
* X-Edit: Detecting and Localizing Edits in Images Altered by Text-Guided Diffusion Models
13 for XAI4CV25