Cover Image

Seeing More with Less: Video Capsule Endoscopy with Multi-Task Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Werner, Julia, Bause, Oliver, Oexle, Julius, Floch, Maxime Le, Brinkmann, Franz, Hampe, Jochen, Bringmann, Oliver
Format:	Preprint
Published:	2025
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

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

Enhanced Anomaly Detection for Capsule Endoscopy Using Ensemble Learning Strategies
by: Werner, Julia, et al.
Published: (2025)

Image Compression with Bubble-Aware Frame Rate Adaptation for Energy-Efficient Video Capsule Endoscopy
by: Bause, Oliver, et al.
Published: (2026)

Smart Video Capsule Endoscopy: Raw Image-Based Localization for Enhanced GI Tract Investigation
by: Bause, Oliver, et al.
Published: (2025)

Systematic Hardware Integration Testing for Smart Video-based Medical Device Prototypes
by: Bause, Oliver, et al.
Published: (2025)

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

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

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

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

See More, Store Less: Memory-Efficient Resolution for Video Moment Retrieval
by: Jeon, Mingyu, et al.
Published: (2026)

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

Using Multi-Instance Learning to Identify Unique Polyps in Colon Capsule Endoscopy Images
by: Sharma, Puneet, et al.
Published: (2026)

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

Learning to Adapt Foundation Model DINOv2 for Capsule Endoscopy Diagnosis
by: Zhang, Bowen, et al.
Published: (2024)

A Highlight Removal Method for Capsule Endoscopy Images
by: Zhang, Shaojie, et al.
Published: (2024)

Learning More by Seeing Less: Structure First Learning for Efficient, Transferable, and Human-Aligned Vision
by: Li, Tianqin, et al.
Published: (2025)

Capsule Endoscopy Multi-classification via Gated Attention and Wavelet Transformations
by: Panchananam, Lakshmi Srinivas, et al.
Published: (2024)

See More, Change Less: Anatomy-Aware Diffusion for Contrast Enhancement
by: Liu, Junqi, et al.
Published: (2025)

Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos
by: Liu, Bowen, et al.
Published: (2026)

Capsule Endoscopy Image Enhancement for Small Intestinal Villi Clarity
by: Zhang, Shaojie, et al.
Published: (2024)

Datasets for Lane Detection in Autonomous Driving: A Comprehensive Review
by: Gamerdinger, Jörg, et al.
Published: (2025)

MR3D-Net: Dynamic Multi-Resolution 3D Sparse Voxel Grid Fusion for LiDAR-Based Collective Perception
by: Teufel, Sven, et al.
Published: (2024)

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

S2S-Net: Addressing the Domain Gap of Heterogeneous Sensor Systems in LiDAR-Based Collective Perception
by: Teufel, Sven, et al.
Published: (2025)

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

Influence of color correction on pathology detection in Capsule Endoscopy
by: Agossou, Bidossessi Emmanuel, et al.
Published: (2025)

EndoOOD: Uncertainty-aware Out-of-distribution Detection in Capsule Endoscopy Diagnosis
by: Tan, Qiaozhi, et al.
Published: (2024)

Supervise Less, See More: Training-free Nuclear Instance Segmentation with Prototype-Guided Prompting
by: Zhang, Wen, et al.
Published: (2025)

Exploring Self-Supervised Learning with U-Net Masked Autoencoders and EfficientNet-B7 for Improved Gastrointestinal Abnormality Classification in Video Capsule Endoscopy
by: Kancharla, Vamshi Krishna, et al.
Published: (2024)

Tables Guide Vision: Learning to See the Heart through Tabular Data
by: Hasny, Marta, et al.
Published: (2025)

Seeing More, Saying More: Lightweight Language Experts are Dynamic Video Token Compressors
by: Wang, Xiangchen, et al.
Published: (2025)

More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
by: Liu, Chengzhi, et al.
Published: (2025)

DenoiseCP-Net: Efficient Collective Perception in Adverse Weather via Joint LiDAR-Based 3D Object Detection and Denoising
by: Teufel, Sven, et al.
Published: (2025)

Collective PV-RCNN: A Novel Fusion Technique using Collective Detections for Enhanced Local LiDAR-Based Perception
by: Teufel, Sven, et al.
Published: (2023)

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

CapCLIP: A Vision-Language Representation Alignment Approach for Wireless Capsule Endoscopy Analysis
by: Wahab, Haroon, et al.
Published: (2026)

Criticality Metrics for Relevance Classification in Safety Evaluation of Object Detection in Automated Driving
by: Gamerdinger, Jörg, et al.
Published: (2025)

FUSECAPS: Investigating Feature Fusion Based Framework for Capsule Endoscopy Image Classification
by: Chakraborty, Bidisha, et al.
Published: (2024)

Less is More: Label-Guided Summarization of Procedural and Instructional Videos
by: Rajpal, Shreya, et al.
Published: (2026)

V$^2$-SfMLearner: Learning Monocular Depth and Ego-motion for Multimodal Wireless Capsule Endoscopy
by: Bai, Long, et al.
Published: (2024)