Real-Time Detection

Explore machine learning papers and reviews related to Real-Time Detection. Find insights, analysis, and implementation details.

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Papers Related to Real-Time Detection

Technical report 2024

RT-DETRv2: Improved Baseline with Bag-of-Freebies for Real-Time Detection Transformer

Wenyu Lv, Yian Zhao, +4

RT-DETRv2 explained through per-scale sampling, discrete operators, training schedules, executable Python mechanics and fair latency comparisons.

Original paper Code

Topics and concepts (9)

Real-Time Detection
Object Detection
Transformers
Computer Vision
Deformable Attention

Modern Object Detection
Feature Pyramid Networks
Cross Attention
NMS Soft NMS

arXiv preprint 2024

LW-DETR: A Transformer Replacement to YOLO for Real-Time Detection

Qiang Chen, Xiangbo Su, +13

How LW-DETR combines window-major ViT features, depth aggregation, a shallow decoder and stronger training, with a careful reading of latency evidence.

Original paper Code

Topics and concepts (6)

Real-Time Detection
Object Detection
Vision Transformers
DETR

Modern Object Detection
Self Attention ViT