#detr2 articles

2 articles

AIBullisharXiv – CS AI · Feb 275/107

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MomentMix Augmentation with Length-Aware DETR for Temporally Robust Moment Retrieval

Researchers developed MomentMix and Length-Aware DETR to improve video moment retrieval, addressing challenges in localizing short video segments based on natural language queries. The method achieves significant performance gains on benchmark datasets, with up to 16.9% improvement in average mAP on QVHighlights.

AINeutralarXiv – CS AI · Feb 274/105

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CGSA: Class-Guided Slot-Aware Adaptation for Source-Free Object Detection

Researchers introduce CGSA, a new framework for source-free domain adaptive object detection that integrates Object-Centric Learning into DETR-based detectors. The approach uses Hierarchical Slot Awareness and Class-Guided Slot Contrast modules to improve cross-domain object detection without retaining source data, demonstrating superior performance on multiple datasets.