Our primary finding is that dynamic resolution vision encoders perform the best and especially well on high-resolution data. It is particularly interesting to compare dynamic resolution with 2048 vs 3600 maximum tokens: the latter roughly corresponds to native HD 720p resolution and enjoys a substantial boost on high-resolution benchmarks, particularly ScreenSpot-Pro. Reinforcing the high-resolution trend, we find that multi-crop with S2 outperforms standard multi-crop despite using fewer visual tokens (i.e., fewer crops overall). The dynamic resolution technique produces the most tokens on average; due to their tiling subroutine, S2-based methods are constrained by the original image resolution and often only use about half the maximum tokens. From these experiments we choose the SigLIP-2 Naflex variant as our vision encoder.
Владельцам кошек нужно срочно избавиться от всех комнатных растений в доме — они могут серьезно навредить здоровью питомцев. Убрать цветы призвала эту категорию россиян ветеринарный врач и зоопсихолог Ангелина Сиротина в беседе с «Радио 1».。新收录的资料是该领域的重要参考
，这一点在新收录的资料中也有详细论述
Full report: Ali Khamenei’s son Mojtaba chosen as Iran’s new supreme leader
thank you. Open source is a conversation, and every bit of feedback，更多细节参见新收录的资料