AWhat changed
Aggregated pooled features from several spatial grid scales, projected and upsampled them, and concatenated the context with dense backbone features for pixel prediction.
Scientific scope
Aggregated pooled features from several spatial grid scales, projected and upsampled them, and concatenated the context with dense backbone features for pixel prediction. Builds on FCNs, dilated backbones and earlier spatial pyramid pooling. Context aggregation supplies a learned prior, not a symbolic scene-understanding guarantee. Task-specific accuracy and resource costs do not establish unrestricted open-vocabulary segmentation.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Builds on FCNs, dilated backbones and earlier spatial pyramid pooling. Context aggregation supplies a learned prior, not a symbolic scene-understanding guarantee. Task-specific accuracy and resource costs do not establish unrestricted open-vocabulary segmentation.
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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