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Neural Information Processing SystemsFeb-16-2026, 18:23:20 GMT
Despite these strides, evaluating these models poses substantial challenges.
Neural Information Processing SystemsFeb-16-2026, 18:00:10 GMT
The current methods follow the paradigm of adapting the visual task outputs to language-oriented formats.
Neural Information Processing SystemsFeb-16-2026, 17:59:30 GMT
LLMs sharply declines beyond their max training lengths.
Neural Information Processing SystemsFeb-16-2026, 17:58:40 GMT
Preference data is crucial for aligning generative models with text prompts.
Neural Information Processing SystemsFeb-16-2026, 17:58:04 GMT
Neural Information Processing SystemsFeb-16-2026, 17:36:42 GMT
We perform extensive experiments to confirm the effectiveness of AnyChange for zero-shot change detection.
Neural Information Processing SystemsFeb-16-2026, 17:35:29 GMT
Large pretrained vision-language models like CLIP have shown promising generalization capability, but may struggle in specialized domains ( e.g., satellite imagery)
Neural Information Processing SystemsFeb-16-2026, 17:34:36 GMT
Neural Information Processing SystemsFeb-16-2026, 17:34:26 GMT
Neural Information Processing SystemsFeb-16-2026, 17:11:53 GMT