OOD-SEG: Exploiting out-of-distribution detection techniques for learning image segmentation from sparse multi-class positive-only annotations
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Junwen, Wang, Zhonghao, MacCormac, Oscar, Shapey, Jonathan, Vercauteren, Tom |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Scribble-Based Interactive Segmentation of Medical Hyperspectral Images
by: Wang, Zhonghao, et al.
Published: (2024)
by: Wang, Zhonghao, et al.
Published: (2024)
A self-supervised and adversarial approach to hyperspectral demosaicking and RGB reconstruction in surgical imaging
by: Li, Peichao, et al.
Published: (2024)
by: Li, Peichao, et al.
Published: (2024)
Tree-based Semantic Losses: Application to Sparsely-supervised Large Multi-class Hyperspectral Segmentation
by: Wang, Junwen, et al.
Published: (2025)
by: Wang, Junwen, et al.
Published: (2025)
Beyond one-hot encoding? Journey into compact encoding for large multi-class segmentation
by: Kujawa, Aaron, et al.
Published: (2025)
by: Kujawa, Aaron, et al.
Published: (2025)
Instance Awareness of Multi-class Semantic Segmentation Loss Functions
by: Kundu, Soumya Snigdha, et al.
Published: (2026)
by: Kundu, Soumya Snigdha, et al.
Published: (2026)
A 3D generative model of pathological multi-modal MR images and segmentations
by: Fernandez, Virginia, et al.
Published: (2023)
by: Fernandez, Virginia, et al.
Published: (2023)
A Clinical Guideline Driven Automated Linear Feature Extraction for Vestibular Schwannoma
by: Wijethilake, Navodini, et al.
Published: (2023)
by: Wijethilake, Navodini, et al.
Published: (2023)
A generalisable head MRI defacing pipeline: Evaluation on 2,566 meningioma scans
by: Macias, Lorena Garcia-Foncillas, et al.
Published: (2025)
by: Macias, Lorena Garcia-Foncillas, et al.
Published: (2025)
A comparative study of analytical models of diffuse reflectance in homogeneous biological tissues: Gelatin‐based phantoms and Monte Carlo experiments
by: Anisha Bahl, et al.
Published: (2024)
by: Anisha Bahl, et al.
Published: (2024)
A comparative study of analytical models of diffuse reflectance in homogeneous biological tissues: Gelatin based phantoms and Monte Carlo experiments
by: Bahl, Anisha, et al.
Published: (2023)
by: Bahl, Anisha, et al.
Published: (2023)
Wetland mapping from sparse annotations with satellite image time series and temporal-aware segment anything model
by: Yuan, Shuai, et al.
Published: (2026)
by: Yuan, Shuai, et al.
Published: (2026)
EAUWSeg: Eliminating annotation uncertainty in weakly-supervised medical image segmentation
by: Lituan, Wang, et al.
Published: (2025)
by: Lituan, Wang, et al.
Published: (2025)
Quantification of dual-state 5-ALA-induced PpIX fluorescence: Methodology and validation in tissue-mimicking phantoms
by: Ségaud, Silvère, et al.
Published: (2025)
by: Ségaud, Silvère, et al.
Published: (2025)
X-RAFT: Cross-Modal Non-Rigid Registration of Blue and White Light Neurosurgical Hyperspectral Images
by: Budd, Charlie, et al.
Published: (2025)
by: Budd, Charlie, et al.
Published: (2025)
Longitudinal Vestibular Schwannoma Dataset with Consensus-based Human-in-the-loop Annotations
by: Wijethilake, Navodini, et al.
Published: (2025)
by: Wijethilake, Navodini, et al.
Published: (2025)
Random forest-based out-of-distribution detection for robust lung cancer segmentation
by: Rangnekar, Aneesh, et al.
Published: (2025)
by: Rangnekar, Aneesh, et al.
Published: (2025)
Learning-based sound speed estimation and aberration correction in linear-array photoacoustic imaging
by: Shi, Mengjie, et al.
Published: (2023)
by: Shi, Mengjie, et al.
Published: (2023)
Tumor-anchored deep feature random forests for out-of-distribution detection in lung cancer segmentation
by: Rangnekar, Aneesh, et al.
Published: (2025)
by: Rangnekar, Aneesh, et al.
Published: (2025)
Structure-based out-of-distribution (OOD) materials property prediction: a benchmark study
by: Omee, Sadman Sadeed, et al.
Published: (2024)
by: Omee, Sadman Sadeed, et al.
Published: (2024)
Transferring Relative Monocular Depth to Surgical Vision with Temporal Consistency
by: Budd, Charlie, et al.
Published: (2024)
by: Budd, Charlie, et al.
Published: (2024)
U-SEG: Uncertainty in SEGmentation -- A systematic multi-variable exploration
by: Smith, Michael, et al.
Published: (2026)
by: Smith, Michael, et al.
Published: (2026)
Semantic segmentation with coarse annotations
by: de Jong, Jort, et al.
Published: (2025)
by: de Jong, Jort, et al.
Published: (2025)
Topographs for binary quadratic forms and class numbers
by: O'Sullivan, Cormac
Published: (2024)
by: O'Sullivan, Cormac
Published: (2024)
Topographs for binary quadratic forms and class numbers
by: Cormac O'Sullivan
Published: (2025)
by: Cormac O'Sullivan
Published: (2025)
Changes in the class position and segment structure in Brazil
by: José Alcides Santos Figueiredo
Published: (2001)
by: José Alcides Santos Figueiredo
Published: (2001)
Themed Challenges to Solve Data Scarcity in Africa: A Proposition for Increasing Local Data Collection and Integration
by: Yakubu, Mubaraq, et al.
Published: (2025)
by: Yakubu, Mubaraq, et al.
Published: (2025)
Fairness in artificial intelligence‐driven multi‐organ image segmentation
by: Qing Li, et al.
Published: (2024)
by: Qing Li, et al.
Published: (2024)
Exploiting XAI maps to improve MS lesion segmentation and detection in MRI
by: Spagnolo, Federico, et al.
Published: (2024)
by: Spagnolo, Federico, et al.
Published: (2024)
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter
by: Lee, Dongmyoung, et al.
Published: (2024)
by: Lee, Dongmyoung, et al.
Published: (2024)
UltraFlwr -- An Efficient Federated Surgical Object Detection Framework
by: Li, Yang, et al.
Published: (2025)
by: Li, Yang, et al.
Published: (2025)
Two robust techniques for segmentation of biomedical images
by: Patricio J. Castillo
Published: (2006)
by: Patricio J. Castillo
Published: (2006)
REPUBLIC: A variability-preserving systematic-correction algorithm for PLATO's multi-camera light curves
by: Barragán, Oscar, et al.
Published: (2024)
by: Barragán, Oscar, et al.
Published: (2024)
SegQC: a segmentation network-based framework for multi-metric segmentation quality control and segmentation error detection in volumetric medical images
by: Specktor-Fadida, Bella, et al.
Published: (2024)
by: Specktor-Fadida, Bella, et al.
Published: (2024)
COOD: Combined out-of-distribution detection using multiple measures for anomaly & novel class detection in large-scale hierarchical classification
by: Hogeweg, L. E., et al.
Published: (2024)
by: Hogeweg, L. E., et al.
Published: (2024)
Higher-criticism for sparse multi-stream change-point detection
by: Gong, Tingnan, et al.
Published: (2024)
by: Gong, Tingnan, et al.
Published: (2024)
SegMatch: A semi-supervised learning method for surgical instrument segmentation
by: Wei, Meng, et al.
Published: (2023)
by: Wei, Meng, et al.
Published: (2023)
Specialty detection in the context of telemedicine in a highly imbalanced multi-class distribution
by: Alomari, Alaa, et al.
Published: (2024)
by: Alomari, Alaa, et al.
Published: (2024)
Eigenvalue distribution of canonical systems: trace class and sparse spectrum
by: Langer, Matthias, et al.
Published: (2024)
by: Langer, Matthias, et al.
Published: (2024)
RankSEG-RMA: An Efficient Segmentation Algorithm via Reciprocal Moment Approximation
by: Wang, Zixun, et al.
Published: (2025)
by: Wang, Zixun, et al.
Published: (2025)
Full segmentation annotations of 3D time-lapse microscopy images of MDA231 cells
by: Melnikova, Aleksandra, et al.
Published: (2025)
by: Melnikova, Aleksandra, et al.
Published: (2025)
Similar Items
-
Scribble-Based Interactive Segmentation of Medical Hyperspectral Images
by: Wang, Zhonghao, et al.
Published: (2024) -
A self-supervised and adversarial approach to hyperspectral demosaicking and RGB reconstruction in surgical imaging
by: Li, Peichao, et al.
Published: (2024) -
Tree-based Semantic Losses: Application to Sparsely-supervised Large Multi-class Hyperspectral Segmentation
by: Wang, Junwen, et al.
Published: (2025) -
Beyond one-hot encoding? Journey into compact encoding for large multi-class segmentation
by: Kujawa, Aaron, et al.
Published: (2025) -
Instance Awareness of Multi-class Semantic Segmentation Loss Functions
by: Kundu, Soumya Snigdha, et al.
Published: (2026)