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By swapping out ConvGRUs for a novel ConvSS2D operator, StereoAdapter-2 achieves state-of-the-art zero-shot underwater stereo depth estimation with a single update step.
Off-the-shelf vision-language models stumble when asked to identify Martian landforms, revealing a surprising gap in their geospatial understanding and creating a need for specialized fine-tuning.