AWhat changed
Combined a decoupled classification/regression head, anchor-free prediction, strong augmentation and SimOTA dynamic positive assignment in a practical detector.
Scientific scope
Combined a decoupled classification/regression head, anchor-free prediction, strong augmentation and SimOTA dynamic positive assignment in a practical detector. SimOTA approximates a more expensive transport-inspired assignment rather than solving the exact global transport problem. YOLOX's optional one-to-one/NMS-free variant is not its default model. Table latencies excluding post-processing are not full application latency.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. SimOTA approximates a more expensive transport-inspired assignment rather than solving the exact global transport problem. YOLOX's optional one-to-one/NMS-free variant is not its default model. Table latencies excluding post-processing are not full application latency.
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.
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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