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Object Detection/Evidence
Method evidence record

Object Detection

Object detection is a computer vision task in which a deep neural network simultaneously locates and classifies every instance of one or more object categories within an image, producing a bounding box and a class label for each detected object. Modern detectors — from the R-CNN family to YOLO and DETR — achieve near-human accuracy at real-time speeds on standard benchmarks.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Object Detection (Region-Based and Anchor-Free Deep Neural Network Models)
Taxonomic method record · ml-model / deep-learning
  • Girshick, R., Donahue, J., Darrell, T., & Malik, J. (2014). Rich feature hierarchies for accurate object detection and semantic segmentation. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 580–587. · DOI 10.1109/CVPR.2014.81
  • Redmon, J., Divvala, S., Girshick, R., & Farhadi, A. (2016). You Only Look Once: Unified, Real-Time Object Detection. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 779–788. · DOI 10.1109/CVPR.2016.91
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Curated claims

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Related methods

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Taxonomic bucketImage Classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketInstance Segmentationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemantic Segmentationmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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