All Research Papers Published In Pattern Analysis and Applications

Research Article
10.1007/s10044-025-01499-6

Dual-stream network with coordinate attention for multi-view micro-expression recognition using 3D face reconstruction

Sep 08, 2025
Pattern Analysis and Applications
Pianpian Ma + 3 more +3

Research Article
10.1007/s10044-025-01531-9

Enhancing video salient object detection via SAM-based multimodal energy prompting

Aug 29, 2025
Pattern Analysis and Applications
Tao Jiang + 3 more +3

Research Article
10.1007/s10044-025-01533-7

Personalized federated learning with adaptive aggregation within clusters

Aug 29, 2025
Pattern Analysis and Applications
Shi‐Jin Ding + 3 more +3

Research Article
5
10.1007/s10044-025-01532-8

Explaining and visualizing black-box models through counterfactual paths

Aug 13, 2025
Pattern Analysis and Applications
Bastian Pfeifer + 4 more +4

Abstract Explainable AI (XAI) is an increasingly important area of machine learning research, which aims to make black-box models transparent and interpretable. In this paper, we propose a novel approach to XAI that uses the so-called counterfactual paths for model-agnostic global explanations. The algorithm measures feature importance by identifying sequential permutations of features that most influence changes in model predictions. It is particularly suitable for generating explanations based on counterfactual paths in knowledge graphs incorporating domain knowledge. Counterfactual paths introduce an additional graph dimension to current XAI methods in both explaining and visualizing black-box models. Experiments with synthetic and bio-medical data demonstrate the practical applicability of our approach.

Research Article
10.1007/s10044-025-01520-y

Multi-stage Bayesian Prototype Refinement with feature weighting for few-shot classification

Jul 18, 2025
Pattern Analysis and Applications
Wei Xu + 7 more +7

Research Article
2
10.1007/s10044-025-01510-0

Effective dual stage fusion model for single image dehazing

Jul 02, 2025
Pattern Analysis and Applications
Vikas Varshney + 2 more +2

Research Article
10.1007/s10044-025-01509-7

ConUDiff: diffusion model with contrastive pretraining and uncertain region optimization for segmentation of left ventricle from echocardiography

Jun 24, 2025
Pattern Analysis and Applications
Guohuan Zhang + 6 more +6

Research Article
10.1007/s10044-025-01500-2

Unified semantic annotation of vessel behaviors via embeddings on topic model

Jun 19, 2025
Pattern Analysis and Applications
Zhiyuan Tao + 6 more +6

Research Article
1
10.1007/s10044-025-01507-9

Elastic matching through the lens of probability and divergence in time series prediction

Jun 19, 2025
Pattern Analysis and Applications
Ali Forouzan + 1 more +1

Research Article
2
10.1007/s10044-025-01503-z

LTGS: an optical remote sensing tiny ship detection model

Jun 18, 2025
Pattern Analysis and Applications
Chunman Yan + 1 more +1