Cover Image

Integrative CAM: Adaptive Layer Fusion for Comprehensive Interpretation of CNNs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Singh, Aniket K., Chaudhuri, Debasis, Singh, Manish P., Chattopadhyay, Samiran
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Top-GAP: Integrating Size Priors in CNNs for more Interpretability, Robustness, and Bias Mitigation
by: Nieradzik, Lars, et al.
Published: (2024)

CCAR: Intrinsic Robustness as an Emergent Geometric Property
by: Samanta, Akash, et al.
Published: (2026)

Enhanced SegNet with Integrated Grad-CAM for Interpretable Retinal Layer Segmentation in OCT Images
by: Saky, S M Asiful Islam, et al.
Published: (2025)

Reliable or Deceptive? Investigating Gated Features for Smooth Visual Explanations in CNNs
by: Mitra, Soham, et al.
Published: (2024)

COXNet: Cross-Layer Fusion with Adaptive Alignment and Scale Integration for RGBT Tiny Object Detection
by: Peng, Peiran, et al.
Published: (2025)

Feature CAM: Interpretable AI in Image Classification
by: Clement, Frincy, et al.
Published: (2024)

Prompt-CAM: Making Vision Transformers Interpretable for Fine-Grained Analysis
by: Chowdhury, Arpita, et al.
Published: (2025)

Efficient CNNs via Passive Filter Pruning
by: Singh, Arshdeep, et al.
Published: (2023)

AT-2FF: Adaptive Type-2 Fuzzy Filter for De-noising Images Corrupted with Salt-and-Pepper
by: Singh, Vikas
Published: (2023)

NeuFlow v2: Push High-Efficiency Optical Flow To the Limit
by: Zhang, Zhiyong, et al.
Published: (2024)

Scale-Invariant Object Detection by Adaptive Convolution with Unified Global-Local Context
by: Singh, Amrita, et al.
Published: (2024)

CLASP: Class-Adaptive Layer Fusion and Dual-Stage Pruning for Multimodal Large Language Models
by: Dang, Yunkai, et al.
Published: (2026)

Automated Image Captioning with CNNs and Transformers
by: Cahyono, Joshua Adrian, et al.
Published: (2024)

Enhancing CNNs robustness to occlusions with bioinspired filters for border completion
by: Coutinho, Catarina P., et al.
Published: (2025)

Interpretable Plant Leaf Disease Detection Using Attention-Enhanced CNN
by: Singh, Balram, et al.
Published: (2025)

Less is More: The Influence of Pruning on the Explainability of CNNs
by: Merkle, Florian, et al.
Published: (2023)

How to Evaluate and Refine your CAM
by: Domeniconi, Luca, et al.
Published: (2026)

Decom--CAM: Tell Me What You See, In Details! Feature-Level Interpretation via Decomposition Class Activation Map
by: Yang, Yuguang, et al.
Published: (2023)

Improvement of human health lifespan with hybrid group pose estimation methods
by: Chaudhuri, Arindam
Published: (2025)

Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs
by: Lahoti, Aakash, et al.
Published: (2024)

Beyond the Last Layer: Multi-Layer Representation Fusion for Visual Tokenization
by: Zhu, Xuanyu, et al.
Published: (2026)

A Clinically Interpretable Deep CNN Framework for Early Chronic Kidney Disease Prediction Using Grad-CAM-Based Explainable AI
by: Ayub, Anas Bin, et al.
Published: (2025)

DepthMamba with Adaptive Fusion
by: Meng, Zelin, et al.
Published: (2024)

HQF-Net: A Hybrid Quantum-Classical Multi-Scale Fusion Network for Remote Sensing Image Segmentation
by: Hossain, Md Aminur, et al.
Published: (2026)

Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion
by: Rawal, Ishaan Singh, et al.
Published: (2023)

LAW & ORDER: Adaptive Spatial Weighting for Medical Diffusion and Segmentation
by: Naman, Anugunj, et al.
Published: (2026)

CF-CAM: Cluster Filter Class Activation Mapping for Reliable Gradient-Based Interpretability
by: He, Hongjie, et al.
Published: (2025)

Hierarchical, Interpretable, Label-Free Concept Bottleneck Model
by: Xie, Haodong, et al.
Published: (2026)

Mitigating Hallucination in Vision-Language Models through Barrier-Regulated Adaptive Closed-form Steering
by: Jana, Soumyadeep, et al.
Published: (2026)

LG-Traj: LLM Guided Pedestrian Trajectory Prediction
by: Chib, Pranav Singh, et al.
Published: (2024)

Advanced Gesture Recognition for Autism Spectrum Disorder Detection: Integrating YOLOv7, Video Augmentation, and VideoMAE for Naturalistic Video Analysis
by: Singh, Amit Kumar, et al.
Published: (2024)

ASTRA: A Scene-aware TRAnsformer-based model for trajectory prediction
by: Teeti, Izzeddin, et al.
Published: (2025)

Evaluating the Impact of Compression Techniques on the Robustness of CNNs under Natural Corruptions
by: Da Silva, Itallo Patrick Castro Alves, et al.
Published: (2025)

Text-Guided Layer Fusion Mitigates Hallucination in Multimodal LLMs
by: Lin, Chenchen, et al.
Published: (2026)

Med-CAM: Minimal Evidence for Explaining Medical Decision Making
by: Suhail, Pirzada, et al.
Published: (2026)

CAM-VFD: Cross-Attention Multimodal Video Forgery Detection
by: Elkhodary, Hoda Osama, et al.
Published: (2026)

An Innovative Framework for Breast Cancer Detection Using Pyramid Adaptive Atrous Convolution, Transformer Integration, and Multi-Scale Feature Fusion
by: Pour, Ehsan Sadeghi, et al.
Published: (2026)

Towards Optimal Trade-offs in Knowledge Distillation for CNNs and Vision Transformers at the Edge
by: Violos, John, et al.
Published: (2024)

Multi-Head Explainer: A General Framework to Improve Explainability in CNNs and Transformers
by: Sun, Bohang, et al.
Published: (2025)

Promoting Shape Bias in CNNs: Frequency-Based and Contrastive Regularization for Corruption Robustness
by: Ranabhat, Robin Narsingh, et al.
Published: (2025)