Unverified50% confidenceTradeoffExact time
The cost of VLM architecture is that the higher the resolution and the more images, the greater the token consumption, placing higher demands on context windows and inference costs.
1
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50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
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Related Claims
Unverified许多VLM会对高分辨率图像进行下采样或采用动态分辨率策略，在信息保留与计算效率之间寻找平衡77% similarUnverifiedIn real-time video generation, image quality, real-time performance, and consistency are often in conflict with one another, as pursuing higher image quality typically requires greater computational overhead.70% similarUnverifiedInternVL2、Qwen-VL等模型采用图像切片策略，支持数千像素级的有效输入分辨率，代价是视觉token数量成倍增加67% similarUnverifiedVLM 视觉方案（如 WebVoyager、SeeAct）存在幻觉问题、坐标定位精度不足，且每次操作需消耗大量 token 处理图像信息67% similar
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