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Kaggle Inc densenet121 model
Densenet121 Model, supplied by Kaggle Inc, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/binary+classification+model/resnet50/pm41554886-295-3-13
Average 86 stars, based on 1 article reviews
densenet121 model - by Bioz Stars, 2026-11
86/100 stars

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Related Articles

Magnetic Resonance Imaging:

Article Title: Machine Learning and Deep Learning for Neurological Disease Analysis: A Systematic Review Across Five Major Disorders.
Article Snippet: Artificial Intelligence (AI) has become integral to the research of neurological diseases due to the rapid expansion of neuroimaging, clinical, physiological, and wearable data.. However, the concise synthesis of recent machine learning (ML) and deep learning (DL) remains limited.. This systematic review analyzes studies published between January 2021 and March 2026 on five major conditionsAlzheimer’s disease, stroke, Parkinson’s disease, brain tumors, and traumatic brain injury (TBI)-following the PRISMA 2020 guidelines and a structured search of PubMed, Scopus, and Web of Science, yielding 206 eligible articles.

other:

Article Title: A Foundation-Level Multi-Modal Ophthalmic Model for Unified Cross-Modal Representation Learning
Article Snippet: To develop and test a foundation-level multimodal ophthalmic model that learns common cross-modal representations for automated classification of eye diseases (normal, diabetic retinopathy, glaucoma, cataract) using the Kaggle Eye Diseases classification fundus image dataset and textual descriptors.. The proposed framework is based on a modality-agnostic vision encoder, initialized via transfer learning and trained on 4 categories of 4217 color fundus images, and a lightweight text encoder fed by textual tokens for label and description levels.. The features of the fundus and text embeddings are matched in a shared latent space via image-text contrastive objectives, leveraging recent multimodal ophthalmic foundation models such as EyeCLIP and Eye Found.

Article Title: MultiScaleKANNet: a hybrid CNN-KAN-transformer architecture for radiographic bone-loss risk stratification from knee X-rays.
Article Snippet: Rasool et al. [26] introduced KONet, a weighted ensemble combining EfficientNetB0 and DenseNet121 (weights 0.4:0.6), achieving 95.24% accuracy on augmented Kaggle datasets (372 original, expanded to 4,000 images).

Extraction:

Article Title: Dual Framework for Classification and Detection of Third Molar Impaction in Panoramic Radiographs
Article Snippet: .. The deep feature extraction and classification pipelines employing ResNet50 and InceptionNetV3 were executed on the Kaggle platform, leveraging an NVIDIA P100 GPU. ..



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