AWhat changed
Studied component/augmentation combinations for efficient detection, then developed aggregation-aware scaling and reparameterization, lead-guided auxiliary labels, and programmable-gradient auxiliary branches with generalized layer aggregation.
Scientific scope
Studied component/augmentation combinations for efficient detection, then developed aggregation-aware scaling and reparameterization, lead-guided auxiliary labels, and programmable-gradient auxiliary branches with generalized layer aggregation. Papers have different author sets and are not three versions of one single-authored manuscript. Training-only additions can raise training cost even when removed at inference. Original information-bottleneck motivation is not an independently established theorem that all task information is preserved. Inherited components retain credit.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Papers have different author sets and are not three versions of one single-authored manuscript. Training-only additions can raise training cost even when removed at inference. Original information-bottleneck motivation is not an independently established theorem that all task information is preserved. Inherited components retain credit.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- YOLOv4: Optimal Speed and Accuracy of Object Detection
- YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors
- YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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