← Search

Nikolay Chumerin

2 accepted papers

2023

Contrastive Classification and Representation Learning with Probabilistic Interpretation

AAAI 2023technical

Cross entropy loss has served as the main objective function for classification-based tasks. Widely deployed for learning neural network classifiers, it shows both effectiveness and a probabilistic interpretation. Recently, after the success of self supervised contrastive representation learning me…

Cited by 7SourcePDFScholar
2021

Road Anomaly Detection by Partial Image Reconstruction With Segmentation Coupling

ICCV 2021poster

We present a novel approach to the detection of unknown objects in the context of autonomous driving. The problem is formulated as anomaly detection, since we assume that the unknown stuff or object appearance cannot be learned. To that end, we propose a reconstruction module that can be used with m…

Cited by 81PDFcodeScholar