<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "A Systematic Literature Review on Integrated Deep Learning and Multi-Agent Vision-Language Frameworks for Pathology Image Analysis and Report Generation"^^ . "This systematic literature review (SLR) investigates the integration of deep learning (DL), vision-language models(VLMs), and multi-agent systems in the analysis of pathology images and automated report generation. The rapidadvancement of whole-slide imaging (WSI) technologies has posed new challenges in pathology, especially due to thescale and complexity of the data. DL techniques in general and convolutional neural networks (CNNs) and transform-ers in particular have significantly enhanced image analysis tasks including segmentation, classification, and detection.However, these models often lack generalizability to generate coherent, clinically relevant text, thus necessitating theintegration of VLMs and large language models (LLMs). This review examines the effectiveness of VLMs and LLMsin bridging the gap between visual data and clinical text, focusing on their potential for automating the generationof pathology reports. Additionally, multi-agent systems, which leverage specialized artificial intelligence (AI) agentsto collaboratively perform diagnostic tasks, are explored for their contributions to improving diagnostic accuracy andscalability. Through a synthesis of recent studies, this review highlights the successes, challenges, and future direc-tions of these AI technologies in pathology diagnostics, offering a comprehensive foundation for the development ofintegrated, AI-driven diagnostic workflows."^^ . "2026-03" . . . . "Computational and Structural Biotechnology Journal"^^ . . . "20010370" . . . . . . . . . . . . . . . . . . . . . . . . . "Usama"^^ . "Ali"^^ . "Usama Ali"^^ . . "Hafiz Muhammad"^^ . "Raza ur Rehman"^^ . "Hafiz Muhammad Raza ur Rehman"^^ . . "Thania"^^ . "Chio Montero"^^ . "Thania Chio Montero"^^ . . "Imran"^^ . "Shafi"^^ . "Imran Shafi"^^ . . "Imran"^^ . "Ashraf"^^ . "Imran Ashraf"^^ . . "Jamil"^^ . "Ahmad"^^ . "Jamil Ahmad"^^ . . "Arlette"^^ . "Zárate Cáceres"^^ . "Arlette Zárate Cáceres"^^ . . . . . . "A Systematic Literature Review on Integrated Deep Learning and Multi-Agent Vision-Language Frameworks for Pathology Image Analysis and Report Generation (Texto)"^^ . . . "csbj.0023.pdf"^^ . . . "A Systematic Literature Review on Integrated Deep Learning and Multi-Agent Vision-Language Frameworks for Pathology Image Analysis and Report Generation (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #27915 \n\nA Systematic Literature Review on Integrated Deep Learning and Multi-Agent Vision-Language Frameworks for Pathology Image Analysis and Report Generation\n\n" . "text/html" . . . "Engineering"@en . "Ingeniería"@es . .