Artificial Neural Networks and Machine Learning - ICANN 2025
34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9-12, 2025, Proceedings, Part II
Herausgeber: Senn, Walter; Bengio, Yoshua; Jirsa, Viktor; Villa, Alessandro E. P; Tetko, Igor V.; Saudargiene, Ausra; Sanguineti, Marcello
Artificial Neural Networks and Machine Learning - ICANN 2025
34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9-12, 2025, Proceedings, Part II
Herausgeber: Senn, Walter; Bengio, Yoshua; Jirsa, Viktor; Villa, Alessandro E. P; Tetko, Igor V.; Saudargiene, Ausra; Sanguineti, Marcello
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The four-volume set LNCS 16068-16071 constitutes the proceedings of the 34th International Conference on Artificial Neural Networks and Machine Learning, ICANN 2025, held in Kaunas, Lithuania, September 9–12, 2025. The 170 full papers and 8 abstracts included in these conference proceedings were carefully reviewed and selected from 375 submissions. The conference strongly values the synergy between theoretical progress and impactful real-world applications, and actively encourages contributions that demonstrate how artificial neural networks are being used to address pressing societal and technological challenges.…mehr
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The four-volume set LNCS 16068-16071 constitutes the proceedings of the 34th International Conference on Artificial Neural Networks and Machine Learning, ICANN 2025, held in Kaunas, Lithuania, September 9–12, 2025. The 170 full papers and 8 abstracts included in these conference proceedings were carefully reviewed and selected from 375 submissions. The conference strongly values the synergy between theoretical progress and impactful real-world applications, and actively encourages contributions that demonstrate how artificial neural networks are being used to address pressing societal and technological challenges.
Produktdetails
- Produktdetails
- Lecture Notes in Computer Science Nr.16069
- Verlag: Springer International Publishing AG / Springer-Verlag GmbH
- Artikelnr. des Verlages: 89554330
- Seitenzahl: 649
- Erscheinungstermin: 8. Oktober 2025
- Englisch
- Abmessung: 235mm x 155mm
- ISBN-13: 9783032045454
- ISBN-10: 3032045452
- Artikelnr.: 75026654
- Herstellerkennzeichnung
- Springer-Verlag GmbH
- Tiergartenstr. 17
- 69121 Heidelberg
- ProductSafety@springernature.com
- Lecture Notes in Computer Science Nr.16069
- Verlag: Springer International Publishing AG / Springer-Verlag GmbH
- Artikelnr. des Verlages: 89554330
- Seitenzahl: 649
- Erscheinungstermin: 8. Oktober 2025
- Englisch
- Abmessung: 235mm x 155mm
- ISBN-13: 9783032045454
- ISBN-10: 3032045452
- Artikelnr.: 75026654
- Herstellerkennzeichnung
- Springer-Verlag GmbH
- Tiergartenstr. 17
- 69121 Heidelberg
- ProductSafety@springernature.com
.
HARNet: Human Activity Recognition with Spatial
temporal Features. .
Wavelet
based Self
image Blending for More General Face Forgery Detection. .
HCNQA: Enhancing 3D Visual Question
Answering with Hierarchical Concentration Narrowing Supervision. .
Text
Image Encoder
based Contrastive Regression for AI
Generated Image Quality Assessment. .
Deblurring with Improved Video Diffusion Model. .
Understanding Image Classification Prediction with Any Segment Explanation. .
F2Unet: F
shaped U
Net Architecture for Medical Image Segmentation Combining Fourier Transforms. .
Efficient Real
Time On
Mobile Video Super
Resolution with Automatic Evolutionary Neural Architecture Search. .
Swin
DAG
VNet for Fetal Head Segmentation and Elliptical Parameter Regression for Circumference Measurement. .
GPIS: Geometric Informed Polygon Prompt for Incision Segmentation. .
Topological Enhancement Learning Module for Segmentation of Complex and Irregular Structures in 3D Medical Imaging. .
Multi
Representation Adapter with Neural Architecture Search forEfficient Range
Doppler Radar Object Detection. .
LPSF
LiDARNet: Log
Polar Spatiotemporal Fusion
Based LiDAR Point Cloud Semantic Segmentation for Autonomous Driving. .
PSRDET: Fast Multimodal Detecton based on Prior Scene Repair for All
weather Road Sensing. .
Art Style Backdoor Attacks on Semantic Segmentation Models. .
CLIP
Guided Frequency
Aware Representation Learning for Generalizable Remote
Sensing Image Tampering Detection. .
Generalized Object Detection in the Infrared Domain based on Common
Representation Learning. .
Balance Discriminability and Integrality for Robust Salient Object Detection. .
Unsupervised Domain Adaptive Hand Mesh Reconstruction of 2D Images in the Wild. .
Towards Context
Aware Compositional Zero
Shot Food Recognition via SalientFusion. .
SparWR: A Lightweight Architecture for Medical Grayscale Image Super
Resolution. .
PaRCE: Probabilistic and Reconstruction
based Competency Estimation for CNN
based Image Classification. .
Sparse Attention Diffusion Model for Pathological Micrograph Deblurring. .
RDIF: Infrared and Visible Image Fusion Based on Reverse Cross
Attention and Diffusion Model. .
RDGE
6D: Reverse Direction Geometry Injection for 6D Pose Estimation. .
YOLO11n BSS: Examination Room Behaviors Detection Based on Improved YOLO11n Model. .
Efficient Long
Term Motion Feature Learning via Frequency
Based Key Frame Guidance for Action Recognition. .
Region Expansion: Optimization of Patch
fetching Method for Point Cloud Denoising. .
SAMTNU: Adaptive Segment Anything Model for Thyroid and Nodule Ultrasound Image Segmentation. .
AgileIR: Memory
Efficient Group Shifted Windows Attention for Lightweight Image Restoration. .
Constrained Learnable Channel
wise Normalization for Single
Source Domain Generalization in Medical Image Segmentation. .
FaceSnap: Enhanced ID
fidelity Network for Tuning
free Portrait Customization. .
Improving the Transferability of Point Cloud Attack via Spectral
aware Admix and Optimization Designs. .
IHCP:Image Hiding against Blind Compression Based on Quality Prediction. .
VideoPCDNet: Video Parsing and Prediction with Phase Correlation Networks. .
Uncertainty Quantification in Video Distortion Classification under Dataset Shift. .
PIMSeg: Point Cloud Segmentation via 2D Image Mapping and Multimodal Feature Integration. .
Prototype
Guided Local Spatial Attention for Model Explanation. .
Robustness Verification for Object Detectors using Set
Based Reachability Analysis. .
Incorporating Feature Pyramid Tokenization and Open Vocabulary Semantic Segmentation. .
PaFi
GS: Gaussian Splatting via Propagation
Aware Filtering for Urban Street View Rendering. .
Vision
Text Interaction with Orientation
Awareness for Referring Remote Sensing Image Segmentation. .
U
FQA: A Unified Face Quality Assessment Score for Improved Unknown Identity Detection in Facial Recognition Systems. .
DFU
Net: A Diffusion
based Fourier Neural Operator
aided U
Net Model for Medical Image Segmentation in Edge Devices. .
An Enhanced Dual
Stream Architecture for State
of
the
Art Artist and Style Classification. .
A Scene Text Detection Method Based on Supervised Contrastive Learning. .
CM
MNet: A Coordinate Space
Aware Mamba
Based Multi
Task Model for 3D Fine Lesions in Elongated Structures Segmentation and Diagnosis in MS and NMOSD. .
Problem
Driven and Shape
Guided: Multi
scale Deform KAN for X
shaped Anterior Visual Pathway Segmentation. .
A Camouflaged Object Detection Network with Global Cross
space Perception and Flexible Local Feature Refinement Network. .
See Beyond: Benchmarking MLLMs’ Visual Relational Reasoning Ability. .
HeteroCap: Hierarchical Visual
Semantic Fusion with Heterogeneous Graphs for Image Captioning. .
Dual
Head Feature Enhancement for Graph
Based Cross
View Multi
Object Tracking. .
Semantic Enhanced Interaction for Unsupervised Cross
modal Hashing Retrieval.
HARNet: Human Activity Recognition with Spatial
temporal Features. .
Wavelet
based Self
image Blending for More General Face Forgery Detection. .
HCNQA: Enhancing 3D Visual Question
Answering with Hierarchical Concentration Narrowing Supervision. .
Text
Image Encoder
based Contrastive Regression for AI
Generated Image Quality Assessment. .
Deblurring with Improved Video Diffusion Model. .
Understanding Image Classification Prediction with Any Segment Explanation. .
F2Unet: F
shaped U
Net Architecture for Medical Image Segmentation Combining Fourier Transforms. .
Efficient Real
Time On
Mobile Video Super
Resolution with Automatic Evolutionary Neural Architecture Search. .
Swin
DAG
VNet for Fetal Head Segmentation and Elliptical Parameter Regression for Circumference Measurement. .
GPIS: Geometric Informed Polygon Prompt for Incision Segmentation. .
Topological Enhancement Learning Module for Segmentation of Complex and Irregular Structures in 3D Medical Imaging. .
Multi
Representation Adapter with Neural Architecture Search forEfficient Range
Doppler Radar Object Detection. .
LPSF
LiDARNet: Log
Polar Spatiotemporal Fusion
Based LiDAR Point Cloud Semantic Segmentation for Autonomous Driving. .
PSRDET: Fast Multimodal Detecton based on Prior Scene Repair for All
weather Road Sensing. .
Art Style Backdoor Attacks on Semantic Segmentation Models. .
CLIP
Guided Frequency
Aware Representation Learning for Generalizable Remote
Sensing Image Tampering Detection. .
Generalized Object Detection in the Infrared Domain based on Common
Representation Learning. .
Balance Discriminability and Integrality for Robust Salient Object Detection. .
Unsupervised Domain Adaptive Hand Mesh Reconstruction of 2D Images in the Wild. .
Towards Context
Aware Compositional Zero
Shot Food Recognition via SalientFusion. .
SparWR: A Lightweight Architecture for Medical Grayscale Image Super
Resolution. .
PaRCE: Probabilistic and Reconstruction
based Competency Estimation for CNN
based Image Classification. .
Sparse Attention Diffusion Model for Pathological Micrograph Deblurring. .
RDIF: Infrared and Visible Image Fusion Based on Reverse Cross
Attention and Diffusion Model. .
RDGE
6D: Reverse Direction Geometry Injection for 6D Pose Estimation. .
YOLO11n BSS: Examination Room Behaviors Detection Based on Improved YOLO11n Model. .
Efficient Long
Term Motion Feature Learning via Frequency
Based Key Frame Guidance for Action Recognition. .
Region Expansion: Optimization of Patch
fetching Method for Point Cloud Denoising. .
SAMTNU: Adaptive Segment Anything Model for Thyroid and Nodule Ultrasound Image Segmentation. .
AgileIR: Memory
Efficient Group Shifted Windows Attention for Lightweight Image Restoration. .
Constrained Learnable Channel
wise Normalization for Single
Source Domain Generalization in Medical Image Segmentation. .
FaceSnap: Enhanced ID
fidelity Network for Tuning
free Portrait Customization. .
Improving the Transferability of Point Cloud Attack via Spectral
aware Admix and Optimization Designs. .
IHCP:Image Hiding against Blind Compression Based on Quality Prediction. .
VideoPCDNet: Video Parsing and Prediction with Phase Correlation Networks. .
Uncertainty Quantification in Video Distortion Classification under Dataset Shift. .
PIMSeg: Point Cloud Segmentation via 2D Image Mapping and Multimodal Feature Integration. .
Prototype
Guided Local Spatial Attention for Model Explanation. .
Robustness Verification for Object Detectors using Set
Based Reachability Analysis. .
Incorporating Feature Pyramid Tokenization and Open Vocabulary Semantic Segmentation. .
PaFi
GS: Gaussian Splatting via Propagation
Aware Filtering for Urban Street View Rendering. .
Vision
Text Interaction with Orientation
Awareness for Referring Remote Sensing Image Segmentation. .
U
FQA: A Unified Face Quality Assessment Score for Improved Unknown Identity Detection in Facial Recognition Systems. .
DFU
Net: A Diffusion
based Fourier Neural Operator
aided U
Net Model for Medical Image Segmentation in Edge Devices. .
An Enhanced Dual
Stream Architecture for State
of
the
Art Artist and Style Classification. .
A Scene Text Detection Method Based on Supervised Contrastive Learning. .
CM
MNet: A Coordinate Space
Aware Mamba
Based Multi
Task Model for 3D Fine Lesions in Elongated Structures Segmentation and Diagnosis in MS and NMOSD. .
Problem
Driven and Shape
Guided: Multi
scale Deform KAN for X
shaped Anterior Visual Pathway Segmentation. .
A Camouflaged Object Detection Network with Global Cross
space Perception and Flexible Local Feature Refinement Network. .
See Beyond: Benchmarking MLLMs’ Visual Relational Reasoning Ability. .
HeteroCap: Hierarchical Visual
Semantic Fusion with Heterogeneous Graphs for Image Captioning. .
Dual
Head Feature Enhancement for Graph
Based Cross
View Multi
Object Tracking. .
Semantic Enhanced Interaction for Unsupervised Cross
modal Hashing Retrieval.
.
HARNet: Human Activity Recognition with Spatial
temporal Features. .
Wavelet
based Self
image Blending for More General Face Forgery Detection. .
HCNQA: Enhancing 3D Visual Question
Answering with Hierarchical Concentration Narrowing Supervision. .
Text
Image Encoder
based Contrastive Regression for AI
Generated Image Quality Assessment. .
Deblurring with Improved Video Diffusion Model. .
Understanding Image Classification Prediction with Any Segment Explanation. .
F2Unet: F
shaped U
Net Architecture for Medical Image Segmentation Combining Fourier Transforms. .
Efficient Real
Time On
Mobile Video Super
Resolution with Automatic Evolutionary Neural Architecture Search. .
Swin
DAG
VNet for Fetal Head Segmentation and Elliptical Parameter Regression for Circumference Measurement. .
GPIS: Geometric Informed Polygon Prompt for Incision Segmentation. .
Topological Enhancement Learning Module for Segmentation of Complex and Irregular Structures in 3D Medical Imaging. .
Multi
Representation Adapter with Neural Architecture Search forEfficient Range
Doppler Radar Object Detection. .
LPSF
LiDARNet: Log
Polar Spatiotemporal Fusion
Based LiDAR Point Cloud Semantic Segmentation for Autonomous Driving. .
PSRDET: Fast Multimodal Detecton based on Prior Scene Repair for All
weather Road Sensing. .
Art Style Backdoor Attacks on Semantic Segmentation Models. .
CLIP
Guided Frequency
Aware Representation Learning for Generalizable Remote
Sensing Image Tampering Detection. .
Generalized Object Detection in the Infrared Domain based on Common
Representation Learning. .
Balance Discriminability and Integrality for Robust Salient Object Detection. .
Unsupervised Domain Adaptive Hand Mesh Reconstruction of 2D Images in the Wild. .
Towards Context
Aware Compositional Zero
Shot Food Recognition via SalientFusion. .
SparWR: A Lightweight Architecture for Medical Grayscale Image Super
Resolution. .
PaRCE: Probabilistic and Reconstruction
based Competency Estimation for CNN
based Image Classification. .
Sparse Attention Diffusion Model for Pathological Micrograph Deblurring. .
RDIF: Infrared and Visible Image Fusion Based on Reverse Cross
Attention and Diffusion Model. .
RDGE
6D: Reverse Direction Geometry Injection for 6D Pose Estimation. .
YOLO11n BSS: Examination Room Behaviors Detection Based on Improved YOLO11n Model. .
Efficient Long
Term Motion Feature Learning via Frequency
Based Key Frame Guidance for Action Recognition. .
Region Expansion: Optimization of Patch
fetching Method for Point Cloud Denoising. .
SAMTNU: Adaptive Segment Anything Model for Thyroid and Nodule Ultrasound Image Segmentation. .
AgileIR: Memory
Efficient Group Shifted Windows Attention for Lightweight Image Restoration. .
Constrained Learnable Channel
wise Normalization for Single
Source Domain Generalization in Medical Image Segmentation. .
FaceSnap: Enhanced ID
fidelity Network for Tuning
free Portrait Customization. .
Improving the Transferability of Point Cloud Attack via Spectral
aware Admix and Optimization Designs. .
IHCP:Image Hiding against Blind Compression Based on Quality Prediction. .
VideoPCDNet: Video Parsing and Prediction with Phase Correlation Networks. .
Uncertainty Quantification in Video Distortion Classification under Dataset Shift. .
PIMSeg: Point Cloud Segmentation via 2D Image Mapping and Multimodal Feature Integration. .
Prototype
Guided Local Spatial Attention for Model Explanation. .
Robustness Verification for Object Detectors using Set
Based Reachability Analysis. .
Incorporating Feature Pyramid Tokenization and Open Vocabulary Semantic Segmentation. .
PaFi
GS: Gaussian Splatting via Propagation
Aware Filtering for Urban Street View Rendering. .
Vision
Text Interaction with Orientation
Awareness for Referring Remote Sensing Image Segmentation. .
U
FQA: A Unified Face Quality Assessment Score for Improved Unknown Identity Detection in Facial Recognition Systems. .
DFU
Net: A Diffusion
based Fourier Neural Operator
aided U
Net Model for Medical Image Segmentation in Edge Devices. .
An Enhanced Dual
Stream Architecture for State
of
the
Art Artist and Style Classification. .
A Scene Text Detection Method Based on Supervised Contrastive Learning. .
CM
MNet: A Coordinate Space
Aware Mamba
Based Multi
Task Model for 3D Fine Lesions in Elongated Structures Segmentation and Diagnosis in MS and NMOSD. .
Problem
Driven and Shape
Guided: Multi
scale Deform KAN for X
shaped Anterior Visual Pathway Segmentation. .
A Camouflaged Object Detection Network with Global Cross
space Perception and Flexible Local Feature Refinement Network. .
See Beyond: Benchmarking MLLMs’ Visual Relational Reasoning Ability. .
HeteroCap: Hierarchical Visual
Semantic Fusion with Heterogeneous Graphs for Image Captioning. .
Dual
Head Feature Enhancement for Graph
Based Cross
View Multi
Object Tracking. .
Semantic Enhanced Interaction for Unsupervised Cross
modal Hashing Retrieval.
HARNet: Human Activity Recognition with Spatial
temporal Features. .
Wavelet
based Self
image Blending for More General Face Forgery Detection. .
HCNQA: Enhancing 3D Visual Question
Answering with Hierarchical Concentration Narrowing Supervision. .
Text
Image Encoder
based Contrastive Regression for AI
Generated Image Quality Assessment. .
Deblurring with Improved Video Diffusion Model. .
Understanding Image Classification Prediction with Any Segment Explanation. .
F2Unet: F
shaped U
Net Architecture for Medical Image Segmentation Combining Fourier Transforms. .
Efficient Real
Time On
Mobile Video Super
Resolution with Automatic Evolutionary Neural Architecture Search. .
Swin
DAG
VNet for Fetal Head Segmentation and Elliptical Parameter Regression for Circumference Measurement. .
GPIS: Geometric Informed Polygon Prompt for Incision Segmentation. .
Topological Enhancement Learning Module for Segmentation of Complex and Irregular Structures in 3D Medical Imaging. .
Multi
Representation Adapter with Neural Architecture Search forEfficient Range
Doppler Radar Object Detection. .
LPSF
LiDARNet: Log
Polar Spatiotemporal Fusion
Based LiDAR Point Cloud Semantic Segmentation for Autonomous Driving. .
PSRDET: Fast Multimodal Detecton based on Prior Scene Repair for All
weather Road Sensing. .
Art Style Backdoor Attacks on Semantic Segmentation Models. .
CLIP
Guided Frequency
Aware Representation Learning for Generalizable Remote
Sensing Image Tampering Detection. .
Generalized Object Detection in the Infrared Domain based on Common
Representation Learning. .
Balance Discriminability and Integrality for Robust Salient Object Detection. .
Unsupervised Domain Adaptive Hand Mesh Reconstruction of 2D Images in the Wild. .
Towards Context
Aware Compositional Zero
Shot Food Recognition via SalientFusion. .
SparWR: A Lightweight Architecture for Medical Grayscale Image Super
Resolution. .
PaRCE: Probabilistic and Reconstruction
based Competency Estimation for CNN
based Image Classification. .
Sparse Attention Diffusion Model for Pathological Micrograph Deblurring. .
RDIF: Infrared and Visible Image Fusion Based on Reverse Cross
Attention and Diffusion Model. .
RDGE
6D: Reverse Direction Geometry Injection for 6D Pose Estimation. .
YOLO11n BSS: Examination Room Behaviors Detection Based on Improved YOLO11n Model. .
Efficient Long
Term Motion Feature Learning via Frequency
Based Key Frame Guidance for Action Recognition. .
Region Expansion: Optimization of Patch
fetching Method for Point Cloud Denoising. .
SAMTNU: Adaptive Segment Anything Model for Thyroid and Nodule Ultrasound Image Segmentation. .
AgileIR: Memory
Efficient Group Shifted Windows Attention for Lightweight Image Restoration. .
Constrained Learnable Channel
wise Normalization for Single
Source Domain Generalization in Medical Image Segmentation. .
FaceSnap: Enhanced ID
fidelity Network for Tuning
free Portrait Customization. .
Improving the Transferability of Point Cloud Attack via Spectral
aware Admix and Optimization Designs. .
IHCP:Image Hiding against Blind Compression Based on Quality Prediction. .
VideoPCDNet: Video Parsing and Prediction with Phase Correlation Networks. .
Uncertainty Quantification in Video Distortion Classification under Dataset Shift. .
PIMSeg: Point Cloud Segmentation via 2D Image Mapping and Multimodal Feature Integration. .
Prototype
Guided Local Spatial Attention for Model Explanation. .
Robustness Verification for Object Detectors using Set
Based Reachability Analysis. .
Incorporating Feature Pyramid Tokenization and Open Vocabulary Semantic Segmentation. .
PaFi
GS: Gaussian Splatting via Propagation
Aware Filtering for Urban Street View Rendering. .
Vision
Text Interaction with Orientation
Awareness for Referring Remote Sensing Image Segmentation. .
U
FQA: A Unified Face Quality Assessment Score for Improved Unknown Identity Detection in Facial Recognition Systems. .
DFU
Net: A Diffusion
based Fourier Neural Operator
aided U
Net Model for Medical Image Segmentation in Edge Devices. .
An Enhanced Dual
Stream Architecture for State
of
the
Art Artist and Style Classification. .
A Scene Text Detection Method Based on Supervised Contrastive Learning. .
CM
MNet: A Coordinate Space
Aware Mamba
Based Multi
Task Model for 3D Fine Lesions in Elongated Structures Segmentation and Diagnosis in MS and NMOSD. .
Problem
Driven and Shape
Guided: Multi
scale Deform KAN for X
shaped Anterior Visual Pathway Segmentation. .
A Camouflaged Object Detection Network with Global Cross
space Perception and Flexible Local Feature Refinement Network. .
See Beyond: Benchmarking MLLMs’ Visual Relational Reasoning Ability. .
HeteroCap: Hierarchical Visual
Semantic Fusion with Heterogeneous Graphs for Image Captioning. .
Dual
Head Feature Enhancement for Graph
Based Cross
View Multi
Object Tracking. .
Semantic Enhanced Interaction for Unsupervised Cross
modal Hashing Retrieval.