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• GeoReFormer achieves state-of-the-art performance on the OpenLane-V2 benchmark with 34.5% mAP.result 95%
• GeoReFormer improves topology consistency over strong transformer baselines.result 90%
• GeoReFormer introduces data-driven geometric priors for structured query initialization.method 90%
• GeoReFormer employs bounded coordinate-space refinement for stable polyline deformation.method 90%
• GeoReFormer utilizes per-query gated topology propagation to selectively integrate relational context.method 90%
• GeoReFormer is a unified query-based architecture that embeds geometry- and topology-aware inductive biases directly within the transformer decoder.technical 95%
• GeoReFormer uses Spatially Stratified K-Medoids to obtain fixed geometric priors.method 85%
• GeoReFormer achieves state-of-the-art performance on the OpenLane-V2 benchmark with 34.5% mAP.result 95%
• GeoReFormer improves topology consistency over strong transformer baselines.result 90%
• GeoReFormer introduces data-driven geometric priors for structured query initialization.method 90%
• GeoReFormer employs bounded coordinate-space refinement for stable polyline deformation.method 90%
• GeoReFormer utilizes per-query gated topology propagation to selectively integrate relational context.method 90%

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