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VLMs forget visual reasoning skills in continual learning because today's methods over-protect the language model while neglecting the vision encoder.
Extracting agricultural parcels from satellite imagery gets a whole lot harder (and more realistic) with a new dataset focused on the complex, irregular, and heterogeneous terrain of terraced farms.
