Probabilistic Object Detection with Conformal Prediction

arXiv:2605.07549 · cs.CV, cs.LG · Submitted 2026-05-08 · Read on arXiv

cs.CV, cs.LG

Submitted: 2026-05-08

Updated: 2026-09-27

Code: https://github.com/mos-ks/OD-CP

Terminology

Calibration — 35× in this paper · explained in 7 episodes
Conformal Prediction — 25× in this paper · explained in 5 episodes
Aleatoric Uncertainty — 20× in this paper · explained in 4 episodes
Distribution Shift — 12× in this paper · explained in 5 episodes
Uncertainty Quantification — 11× in this paper · explained in 8 episodes
Empirical Coverage — 6× in this paper · explained in 2 episodes
Score Function — 5× in this paper · explained in 4 episodes
Epistemic Uncertainty — 4× in this paper · explained in 9 episodes
Exchangeability — 4× in this paper · explained in 2 episodes
Accuracy — 3× in this paper · explained in 1 episode
Adaptive Prediction Sets — 3× in this paper
Domain Shift — 3× in this paper · explained in 4 episodes
Copula — 2× in this paper · explained in 2 episodes
Model-Agnostic — 2× in this paper · explained in 2 episodes
Active Learning — 1× in this paper · explained in 6 episodes
Adam — 1× in this paper · explained in 2 episodes
Adaptivity — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Benchmark — 1× in this paper · explained in 2 episodes
Core — 1× in this paper · explained in 2 episodes
Covariate Shift — 1× in this paper · explained in 2 episodes
Karlsruhe Institute of Technology — 1× in this paper
Monte Carlo — 1× in this paper
Regularization — 1× in this paper · explained in 3 episodes
Regularized Adaptive Prediction Sets — 1× in this paper
Robustness — 1× in this paper · explained in 5 episodes
Theoretical Guarantees — 1× in this paper · explained in 2 episodes

Sources

A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

Terminology

Sources

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