Cover Image

A CNN-Based Malaria Diagnosis from Blood Cell Images with SHAP and LIME Explainability

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Abir, Md. Ismiel Hossen, Hossain, Awolad
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DCENWCNet: A Deep CNN Ensemble Network for White Blood Cell Classification with LIME-Based Explainability
by: Dhibar, Sibasish
Published: (2025)

A Conceptual Hybrid Framework for Post-Quantum Security: Integrating BB84 QKD, AES, and Bio-inspired Mechanisms
by: Abir, Md. Ismiel Hossen
Published: (2026)

A Two-Stage Multitask Vision-Language Framework for Explainable Crop Disease Visual Question Answering
by: Hossain, Md. Zahid, et al.
Published: (2026)

From Explanations to Architecture: Explainability-Driven CNN Refinement for Brain Tumor Classification in MRI
by: Gupta, Rajan Das, et al.
Published: (2025)

Jellyfish Species Identification: A CNN Based Artificial Neural Network Approach
by: Hossen, Md. Sabbir, et al.
Published: (2025)

Malaria Detection from Blood Cell Images Using XceptionNet
by: Nusrat, Warisa, et al.
Published: (2025)

Co-AttenDWG: Co-Attentive Dimension-Wise Gating and Expert Fusion for Multi-Modal Offensive Content Detection
by: Hossain, Md. Mithun, et al.
Published: (2025)

Less Is More: An Explainable AI Framework for Lightweight Malaria Classification
by: Kafi, Md Abdullah Al, et al.
Published: (2025)

Edge-Native Digitization of Handwritten Marksheets: A Hybrid Heuristic-Deep Learning Framework
by: Hossain, Md. Irtiza, et al.
Published: (2025)

How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking
by: Ahmed, Rafid, et al.
Published: (2026)

Deep Learning Approach for Enhancing Oral Squamous Cell Carcinoma with LIME Explainable AI Technique
by: Islam, Samiha, et al.
Published: (2024)

CPJ: Explainable Agricultural Pest Diagnosis via Caption-Prompt-Judge with LLM-Judged Refinement
by: Zhang, Wentao, et al.
Published: (2025)

Attention, Please! PixelSHAP Reveals What Vision-Language Models Actually Focus On
by: Goldshmidt, Roni
Published: (2025)

AnoMalNet: Outlier Detection based Malaria Cell Image Classification Method Leveraging Deep Autoencoder
by: Huq, Aminul, et al.
Published: (2023)

ChartCheck: Explainable Fact-Checking over Real-World Chart Images
by: Akhtar, Mubashara, et al.
Published: (2023)

Deep Neural Network-Based Sign Language Recognition: A Comprehensive Approach Using Transfer Learning with Explainability
by: Ridwan, A. E. M, et al.
Published: (2024)

Beyond Accuracy: Evaluating Efficiency, Robustness and Explainability in Deep Learning for Malaria Diagnosis
by: Kanamugire, Olivier, et al.
Published: (2026)

A Computer Vision Based Approach for Stalking Detection Using a CNN-LSTM-MLP Hybrid Fusion Model
by: Hasan, Murad, et al.
Published: (2024)

ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content Moderation
by: Wu, Mengyang, et al.
Published: (2024)

Are Vision Language Models Cross-Cultural Theory of Mind Reasoners?
by: Nazi, Zabir Al, et al.
Published: (2025)

Explainable Gait Abnormality Detection Using Dual-Dataset CNN-LSTM Models
by: Agarwal, Parth, et al.
Published: (2025)

Diagnosis Support of Sickle Cell Anemia by Classifying Red Blood Cell Shape in Peripheral Blood Images
by: Delgado-Font, Wilkie, et al.
Published: (2026)

LIME: Localized Image Editing via Attention Regularization in Diffusion Models
by: Simsar, Enis, et al.
Published: (2023)

Explainable AI-Driven Detection of Human Monkeypox Using Deep Learning and Vision Transformers: A Comprehensive Analysis
by: Hossain, Md. Zahid, et al.
Published: (2025)

Towards Transparent AI: A Survey on Explainable Large Language Models
by: Palikhe, Avash, et al.
Published: (2025)

Sim-CLIP: Unsupervised Siamese Adversarial Fine-Tuning for Robust and Semantically-Rich Vision-Language Models
by: Hossain, Md Zarif, et al.
Published: (2024)

Agri-CPJ: A Training-Free Explainable Framework for Agricultural Pest Diagnosis Using Caption-Prompt-Judge and LLM-as-a-Judge
by: Zhang, Wentao, et al.
Published: (2026)

Explainable Synthetic Image Detection through Diffusion Timestep Ensembling
by: Wu, Yixin, et al.
Published: (2025)

EXPERT: An Explainable Image Captioning Evaluation Metric with Structured Explanations
by: Kim, Hyunjong, et al.
Published: (2025)

Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation
by: Chen, Wenting, et al.
Published: (2023)

VisText-Mosquito: A Unified Multimodal Dataset for Visual Detection, Segmentation, and Textual Explanation on Mosquito Breeding Sites
by: Islam, Md. Adnanul, et al.
Published: (2025)

From Sight to Insight: Improving Visual Reasoning Capabilities of Multimodal Models via Reinforcement Learning
by: Sharif, Omar, et al.
Published: (2026)

Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability
by: Shu, Dong, et al.
Published: (2025)

Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis
by: Panagoulias, Dimitrios P., et al.
Published: (2024)

An empirical study for the early detection of Mpox from skin lesion images using pretrained CNN models leveraging XAI technique
by: Rahim, Mohammad Asifur, et al.
Published: (2025)

PEEB: Part-based Image Classifiers with an Explainable and Editable Language Bottleneck
by: Pham, Thang M., et al.
Published: (2024)

Experimental Comparison of Light-Weight and Deep CNN Models Across Diverse Datasets
by: Papon, Md. Hefzul Hossain, et al.
Published: (2026)

Multi Class Parkinson Disease Detection Based on Finger Tapping Using Attention Enhanced CNN BiLSTM
by: Miah, Abu Saleh Musa, et al.
Published: (2025)

ChitroJera: A Regionally Relevant Visual Question Answering Dataset for Bangla
by: Barua, Deeparghya Dutta, et al.
Published: (2024)

Explainable AI-Enhanced Deep Learning for Pumpkin Leaf Disease Detection: A Comparative Analysis of CNN Architectures
by: Khandaker, Md. Arafat Alam, et al.
Published: (2025)