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Munish Monga

2 accepted papers

2026

EW-DETR: Evolving World Object Detection via Incremental Low-Rank DEtection TRansformer

CVPR 2026

Real-world object detection must operate in evolving environments where new classes emerge, domains shift, and unseen objects must be identified as unknown--all without accessing prior data. We introduce Evolving World Object Detection (EWOD), a paradigm coupling incremental learning, domain adaptat

Cited by 0SourceScholar
2025

DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic

ICCV 2025poster

Real-world object detection systems, such as those in autonomous driving and surveillance, must continuously learn new object categories and simultaneously adapt to changing environmental conditions. Existing approaches, Class Incremental Object Detection (CIOD) and Domain Incremental Object Detecti…

Cited by 0SourcePDFScholar