Percentile 99: 533.831 ms | 394.55 ms
中东是全球主要的原油产地。2024年全球原油产量前十的国家里，包括沙特、伊拉克、伊朗、阿联酋、科威特五个中东国家。。业内人士推荐新收录的资料作为进阶阅读
。新收录的资料是该领域的重要参考
Several open-source multimodal language models have adapted their methodologies accordingly, e.g., Gemma3 (opens in new tab) uses pan-and-scan and NVILA (opens in new tab) uses Dynamic S2. However, their trade-offs are difficult to understand across different datasets and hyperparameters. To this end, we conducted an ablation study of several techniques. We trained a smaller 5 billion parameter Phi-4 based proxy model on a dataset of 10 million image-text pairs, primarily composed of computer-use and GUI grounding data. We compared with Dynamic S2, which resizes images to a rectangular resolution that minimizes distortion while admitting a tiling by 384×384 squares; Multi-crop, which splits the image into potentially overlapping 384×384 squares and concatenates their encoded features on the token dimension; Multi-crop with S2, which broadens the receptive field by cropping into 1536×1536 squares before applying S2; and Dynamic resolution using the Naflex variant of SigLIP-2, a natively dynamic-resolution encoder with adjustable patch counts.
一方面，无障碍设施细节不规范。“有的无障碍厕所门没有配备抓杆或没有观察百叶窗……”李迪华团队负责人介绍。。新收录的资料是该领域的重要参考