Cover Image

Optimization in Sparse 2D to Dense 3D Weakly Supervised Learning: Application to Multi-Label Segmentation of Large ex vivo MRI Data

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hoareau, Paul, Wang, Kuan Yi, Bujak, Brandon, Sun, Roy, Nair, Govind, Cortese, Irene, Tsagkas, Charidimos, Reich, Daniel, Cohen-Adad, Julien
Format:	Preprint
Published:	2026
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Towards contrast-agnostic soft segmentation of the spinal cord
by: Bédard, Sandrine, et al.
Published: (2023)

Open Source in Lab Management
by: Cohen-Adad, Julien
Published: (2024)

Unpaired Modality Translation for Pseudo Labeling of Histology Images
by: Boschet, Arthur, et al.
Published: (2024)

One Sequence to Segment Them All: Efficient Data Augmentation for CT and MRI Cross-Domain 3D Spine Segmentation
by: Molinier, Nathan, et al.
Published: (2026)

Dense Supervision Propagation for Weakly Supervised Semantic Segmentation on 3D Point Clouds
by: Wei, Jiacheng, et al.
Published: (2021)

Multi-Domain Data Aggregation for Axon and Myelin Segmentation in Histology Images
by: Collin, Armand, et al.
Published: (2024)

Segmentation of spinal rootlets across MRI contrasts with RootletSeg
by: Krejci, Katerina, et al.
Published: (2025)

Automatic Segmentation of the Spinal Cord Nerve Rootlets
by: Valosek, Jan, et al.
Published: (2024)

Deep Semantic Segmentation of Natural and Medical Images: A Review
by: Taghanaki, Saeid Asgari, et al.
Published: (2019)

Benchmarking and Explaining Deep Learning Cortical Lesion MRI Segmentation in Multiple Sclerosis
by: Molchanova, Nataliia, et al.
Published: (2025)

Exploring CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation
by: Yang, Zhiwei, et al.
Published: (2025)

Modeling the Label Distributions for Weakly-Supervised Semantic Segmentation
by: Wu, Linshan, et al.
Published: (2024)

Weakly Supervised 3D Open-vocabulary Segmentation
by: Liu, Kunhao, et al.
Published: (2023)

DIAL: Dense Image-text ALignment for Weakly Supervised Semantic Segmentation
by: Jang, Soojin, et al.
Published: (2024)

Polish full groups preserving an infinite measure
by: Hoareau, Fabien
Published: (2025)

3D Weakly Supervised Semantic Segmentation via Class-Aware and Geometry-Guided Pseudo-Label Refinement
by: Xu, Xiaoxu, et al.
Published: (2025)

Integrating SAM Supervision for 3D Weakly Supervised Point Cloud Segmentation
by: You, Lechun, et al.
Published: (2025)

Weak Supervision for Real World Graphs
by: Nair, Pratheeksha, et al.
Published: (2025)

PLESS: Pseudo-Label Enhancement with Spreading Scribbles for Weakly Supervised Segmentation
by: Gabrielyan, Yeva, et al.
Published: (2026)

Weakly Supervised 3D Object Detection via Multi-Level Visual Guidance
by: Huang, Kuan-Chih, et al.
Published: (2023)

S2D: Sparse-To-Dense Keymask Distillation for Unsupervised Video Instance Segmentation
by: Sick, Leon, et al.
Published: (2025)

3D Weakly Supervised Semantic Segmentation with 2D Vision-Language Guidance
by: Xu, Xiaoxu, et al.
Published: (2024)

Emerging Trends in Pseudo-Label Refinement for Weakly Supervised Semantic Segmentation with Image-Level Supervision
by: Zhang, Zheyuan, et al.
Published: (2025)

Sexual reproduction of Stich opus chloronotus, a fissiparous sea cucumber, on Reunion Island, Indian Ocean
by: Hoareau, T., et al.
Published: ()

Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation
by: Silva, Myrna C., et al.
Published: (2024)

Sparse Generation: Making Pseudo Labels Sparse for Point Weakly Supervised Object Detection on Low Data Volume
by: Shang, Chuyang, et al.
Published: (2024)

Weakly-Supervised Learning of Dense Functional Correspondences
by: Stojanov, Stefan, et al.
Published: (2025)

Weakly-Supervised Cross-Domain Segmentation of Electron Microscopy with Sparse Point Annotation
by: Qiu, Dafei, et al.
Published: (2024)

DiCLIP: Diffusion Model Enhances CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation
by: Yang, Zhiwei, et al.
Published: (2026)

Multi-modality Affinity Inference for Weakly Supervised 3D Semantic Segmentation
by: Li, Xiawei, et al.
Published: (2023)

Weakly Supervised Label Learning Flows
by: Lu, You, et al.
Published: (2023)

Fundamentos de las estructuras de datos relacionales / Rubén Adad, Alfredo Careaga, Miguel Angel Medina
by: Adad, Ruben
Published: (1953)

Imaging Biomarkers for Neurodegenerative Diseases from Detailed Segmentation of Medial Temporal Lobe Subregions on in vivo Brain MRI Using Upsampling Strategy Guided by High-resolution ex vivo MRI
by: Li, Yue, et al.
Published: (2025)

Weakly Supervised Point Cloud Segmentation via Conservative Propagation of Scene-level Labels
by: Xia, Shaobo, et al.
Published: (2023)

7 Tesla multimodal MRI dataset of ex-vivo human brain
by: Zhu, Qinfeng, et al.
Published: (2024)

Enhancing 3D Gaze Estimation in the Wild using Weak Supervision with Gaze Following Labels
by: Vuillecard, Pierre, et al.
Published: (2025)

Admission Systems and Student Mobility: A Proposal for an EU-Wide Registry for University Admission
by: Cecile Hoareau McGrath
Published: (2016)

Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels
by: He, Yinsheng, et al.
Published: (2024)

Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models
by: Chen, Zhaozheng, et al.
Published: (2023)

Advancing Weakly-Supervised Audio-Visual Video Parsing via Segment-wise Pseudo Labeling
by: Zhou, Jinxing, et al.
Published: (2024)