GeoLink uses offline 3D scene reconstruction to guide 2D feature refinement and relation distillation for improved generalization in cross-view geo-localization.
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EmergentBridge enhances zero-shot cross-modal performance on unpaired modalities by learning noisy bridge anchors from existing alignments and enforcing proxy alignment only in the orthogonal subspace to avoid gradient interference.
citing papers explorer
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GeoLink: A 3D-Aware Framework Towards Better Generalization in Cross-View Geo-Localization
GeoLink uses offline 3D scene reconstruction to guide 2D feature refinement and relation distillation for improved generalization in cross-view geo-localization.
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EmergentBridge: Improving Zero-Shot Cross-Modal Transfer in Unified Multimodal Embedding Models
EmergentBridge enhances zero-shot cross-modal performance on unpaired modalities by learning noisy bridge anchors from existing alignments and enforcing proxy alignment only in the orthogonal subspace to avoid gradient interference.