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Systematic variations in underwater object detection performance reveal hidden failure modes tied to intrinsic scene factors, challenging existing benchmarks based on synthetic style transfer.
Achieve coherent 3D reconstruction across years of visual change by jointly optimizing SfM with learned and handcrafted features, even when standard pipelines crumble.
