Cover Image

Exploring Self-Supervised Learning with U-Net Masked Autoencoders and EfficientNet-B7 for Improved Gastrointestinal Abnormality Classification in Video Capsule Endoscopy

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kancharla, Vamshi Krishna, Kaveti, Pavan Kumar, Raju, Dasari Naga
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CAVE-Net: Classifying Abnormalities in Video Capsule Endoscopy
by: Harish, Ishita, et al.
Published: (2024)

YOLOv5‐based Detection and Classification of Early and Late Mild Cognitive Impairment through Corpus Callosum Analysis
by: Vamshi Krishna Kancharla, et al.
Published: (2024)

Multi-Class Abnormality Classification Task in Video Capsule Endoscopy
by: Verma, Dev Rishi, et al.
Published: (2024)

Biological Spatial Priors Regularize Foundation Model Representations for Cross-Site MSI Generalization in Colorectal Cancer
by: Raju, Dasari Naga
Published: (2026)

Capsule Vision Challenge 2024: Multi-Class Abnormality Classification for Video Capsule Endoscopy
by: Bansal, Aakarsh, et al.
Published: (2024)

Capsule Vision 2024 Challenge: Multi-Class Abnormality Classification for Video Capsule Endoscopy
by: Handa, Palak, et al.
Published: (2024)

Overcoming Scene Context Constraints for Object Detection in wild using Defilters
by: Kancharla, Vamshi Krishna, et al.
Published: (2024)

MRI Volume-Based Robust Brain Age Estimation Using Weight-Shared Spatial Attention in 3D CNNs
by: Kancharla, Vamshi Krishna, et al.
Published: (2024)

CapsoNet: A CNN-Transformer Ensemble for Multi-Class Abnormality Detection in Video Capsule Endoscopy
by: Samal, Arnav, et al.
Published: (2024)

CapsuleNet: A Deep Learning Model To Classify GI Diseases Using EfficientNet-b7
by: Das, Aniket, et al.
Published: (2024)

SEA ‐Net: Dual Attention U‐Net for Bleeding Segmentation in Capsule Endoscopy Images
by: Tareque Bashar Ovi, et al.
Published: (2025)

Wavelet-based Autoencoder and EfficientNet for Schizophrenia Detection from EEG Signals
by: M, Umesh Kumar Naik, et al.
Published: (2024)

Automated Bleeding Detection and Classification in Wireless Capsule Endoscopy with YOLOv8-X
by: Shekar, Pavan C, et al.
Published: (2024)

Transfer Learning with EfficientNet for Accurate Leukemia Cell Classification
by: Ahmed, Faisal
Published: (2025)

VideoMAC: Video Masked Autoencoders Meet ConvNets
by: Pei, Gensheng, et al.
Published: (2024)

Masked Capsule Autoencoders
by: Everett, Miles, et al.
Published: (2024)

Breast Tumor Classification Using EfficientNet Deep Learning Model
by: Behzadpour, Majid, et al.
Published: (2024)

EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder
by: Vezakis, Ioannis A., et al.
Published: (2024)

Explainable Weakly Supervised Deep Learning Model for Anomaly Classification and Localization in Wireless Capsule Endoscopy Images
by: M. Prabhanantha Kumar, et al.
Published: (2025)

Classification of Endoscopy and Video Capsule Images using CNN-Transformer Model
by: Subedi, Aliza, et al.
Published: (2024)

Artificial Intelligence in Gastrointestinal Bleeding Analysis for Video Capsule Endoscopy: Insights, Innovations, and Prospects (2008-2023)
by: Singh, Tanisha, et al.
Published: (2024)

A Study on Self-Supervised Pretraining for Vision Problems in Gastrointestinal Endoscopy
by: Sanderson, Edward, et al.
Published: (2024)

Domain-Adaptive Pre-training of Self-Supervised Foundation Models for Medical Image Classification in Gastrointestinal Endoscopy
by: Roth, Marcel, et al.
Published: (2024)

Classifying Histopathologic Glioblastoma Sub-regions with EfficientNet
by: Adap, Sanyukta, et al.
Published: (2025)

Segmentation of IC Images in Integrated Circuit Reverse Engineering Using EfficientNet Encoder Based on U‐Net++ Architecture
by: Hongnan Cheng, et al.
Published: (2025)

15,500 Seconds: Lean UAV Classification Using EfficientNet and Lightweight Fine-Tuning
by: Berg, Andrew P., et al.
Published: (2025)

Chest X-ray Pneumothorax Segmentation Using EfficientNet-B4 Transfer Learning in a U-Net Architecture
by: Roque, Alvaro Aranibar, et al.
Published: (2025)

Masking Improves Contrastive Self-Supervised Learning for ConvNets, and Saliency Tells You Where
by: Chin, Zhi-Yi, et al.
Published: (2023)

Metal Defect Detection Models Fused EfficientNet and Involution
by: Peng Wang, et al.
Published: (2024)

InceptionCapsule: Inception-Resnet and CapsuleNet with self-attention for medical image Classification
by: Sadeghnezhad, Elham, et al.
Published: (2024)

Reliable Mislabel Detection for Video Capsule Endoscopy Data
by: Werner, Julia, et al.
Published: (2026)

Enhancing Galaxy Classification with U-Net Variational Autoencoders for Image Denoising
by: Mirzoyan, Sergey
Published: (2025)

GALAR-TemporalNet v2: Anatomy-Guided Dual-Branch Temporal Classification with Bidirectional Mamba and Dual-Graph GCN for Video Capsule Endoscopy -- after competition results
by: Won, Jiye, et al.
Published: (2026)

CrossVideoMAE: Self-Supervised Image-Video Representation Learning with Masked Autoencoders
by: Ahamed, Shihab Aaqil, et al.
Published: (2025)

No-Reference Image Contrast Assessment with Customized EfficientNet-B0
by: Joloudari, Javad Hassannataj, et al.
Published: (2025)

EfficientNet in Digital Twin-based Cardiac Arrest Prediction and Analysis
by: Zia, Qasim, et al.
Published: (2025)

Robust and Real-Time Bangladeshi Currency Recognition: A Dual-Stream MobileNet and EfficientNet Approach
by: Subreena, et al.
Published: (2026)

VideoClusterNet: Self-Supervised and Adaptive Face Clustering For Videos
by: Walawalkar, Devesh, et al.
Published: (2024)

Transformer-Based Wireless Capsule Endoscopy Bleeding Tissue Detection and Classification
by: Alawode, Basit, et al.
Published: (2024)

A 0.5–5 Gb/s Wide Range, 160 fJ/Pulse Fully Integrated 13th‐Order CMOS IR‐UWB Transmitter for Wireless Capsule Endoscopy Systems
by: Naga Ganesh Akuri, et al.
Published: (2025)