Cover Image

Probabilistic Object Detection with Conformal Prediction

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ries, Christopher, Sbeyti, Moussa Kassem, Bianco, Nicolas, Klein, Nadja
Format:	Preprint
Published:	2026
Subjects:	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

Depth as Prior Knowledge for Object Detection
by: Sbeyti, Moussa Kassem, et al.
Published: (2026)

Building Blocks for Robust and Effective Semi-Supervised Real-World Object Detection
by: Sbeyti, Moussa Kassem, et al.
Published: (2025)

Prediction Accuracy & Reliability: Classification and Object Localization under Distribution Shift
by: Diet, Fabian, et al.
Published: (2024)

From Model Uncertainty to Human Attention: Localization-Aware Visual Cues for Scalable Annotation Review
by: Sbeyti, Moussa Kassem, et al.
Published: (2026)

Cost-Sensitive Uncertainty-Based Failure Recognition for Object Detection
by: Sbeyti, Moussa Kassem, et al.
Published: (2024)

Streamlining the Development of Active Learning Methods in Real-World Object Detection
by: Sbeyti, Moussa Kassem, et al.
Published: (2025)

Bayesian meta-learning for modeling Alzheimer's disease progression
by: Hoffmann, Clara, et al.
Published: (2026)

Conformal Object Detection by Sequential Risk Control
by: andéol, Léo, et al.
Published: (2025)

Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)
by: Novello, Paul, et al.
Published: (2024)

Conformal Prediction for Image Segmentation Using Morphological Prediction Sets
by: Mossina, Luca, et al.
Published: (2025)

Universal Domain Adaptive Object Detection via Dual Probabilistic Alignment
by: Zheng, Yuanfan, et al.
Published: (2024)

Pitfalls of Conformal Predictions for Medical Image Classification
by: Mehrtens, Hendrik, et al.
Published: (2025)

Performance of Conformal Prediction in Capturing Aleatoric Uncertainty
by: Hagos, Misgina Tsighe, et al.
Published: (2025)

Adaptive Conformal Prediction for Reliable and Explainable Medical Image Classification
by: Octadion, One, et al.
Published: (2026)

Controlling False Positives in Image Segmentation via Conformal Prediction
by: Mossina, Luca, et al.
Published: (2025)

Conformal Prediction Sets for Instance Segmentation
by: Lu, Kerri, et al.
Published: (2026)

Conformal Prediction for Long-Tailed Classification
by: Ding, Tiffany, et al.
Published: (2025)

LLM-to-Phy3D: Physically Conform Online 3D Object Generation with LLMs
by: Wong, Melvin, et al.
Published: (2025)

Adaptive Bounding Box Uncertainties via Two-Step Conformal Prediction
by: Timans, Alexander, et al.
Published: (2024)

Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty
by: Mossina, Luca, et al.
Published: (2024)

Coreset Selection for Object Detection
by: Lee, Hojun, et al.
Published: (2024)

Multimodal Object Query Initialization for 3D Object Detection
by: van Geerenstein, Mathijs R., et al.
Published: (2023)

Measuring the Impact of Scene Level Objects on Object Detection: Towards Quantitative Explanations of Detection Decisions
by: Haar, Lynn Vonder, et al.
Published: (2024)

Towards Robust Ferrous Scrap Material Classification with Deep Learning and Conformal Prediction
by: Santos, Paulo Henrique dos, et al.
Published: (2024)

New Foggy Object Detecting Model
by: Banavathu, Rahul, et al.
Published: (2024)

Context-Aware Aerial Object Detection: Leveraging Inter-Object and Background Relationships
by: Ren, Botao, et al.
Published: (2024)

DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection
by: Bandara, Wele Gedara Chaminda, et al.
Published: (2022)

WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts
by: Alijani, Shadi, et al.
Published: (2025)

Raw or Cooked? Object Detection on RAW Images
by: Ljungbergh, William, et al.
Published: (2023)

Plug and Play Active Learning for Object Detection
by: Yang, Chenhongyi, et al.
Published: (2022)

Wavefront-Constrained Passive Obscured Object Detection
by: Zheng, Zhiwen, et al.
Published: (2025)

CGCOD: Class-Guided Camouflaged Object Detection
by: Zhang, Chenxi, et al.
Published: (2024)

Tracking-Assisted Object Detection with Event Cameras
by: Yen, Ting-Kang, et al.
Published: (2024)

microYOLO: Towards Single-Shot Object Detection on Microcontrollers
by: Deutel, Mark, et al.
Published: (2024)

Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction
by: Melki, Paul, et al.
Published: (2025)

Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector
by: Fu, Yuqian, et al.
Published: (2024)

Detect in Any Scene: An Agentic Framework for Object Detection with Experience-Aware Reasoning
by: Zhang, Wenlun, et al.
Published: (2026)

Pack and Detect: Fast Object Detection in Videos Using Region-of-Interest Packing
by: Kumar, Athindran Ramesh, et al.
Published: (2018)

Performance-guided Reinforced Active Learning for Object Detection
by: Liang, Zhixuan, et al.
Published: (2026)

Graph Query Networks for Object Detection with Automotive Radar
by: Saini, Loveneet, et al.
Published: (2025)