CRTracker is an end-to-end cross-view referring multi-object tracking method.

InfoNCE variants demonstrate direct and indirect coupling between the alignment and uniformity terms thus hurting optimisation. The Decoupled Hyperspherical Energy Loss (DHEL) is an NT-Xent variant that completly decouples alignment from uniformity by discarding the corresponding terms from the denominator. In this way optimisation is more efficient and robust to hyper parameter changes.

DHEL

Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses

CRTracker

Cross-View Referring Multi-Object Tracking

A method that randomly mask out (replaces with some numerical value, usually zero) all features coming from a specific band in multi-spectral data.

Source	Cross-View Referring Multi-Object Tracking
Year
Data Source	Papers with Code archive (CC BY-SA)