- GitHub - NVlabs VILA: VILA is a family of state-of-the-art vision . . .
VILA is a family of open VLMs designed to optimize both efficiency and accuracy for efficient video understanding and multi-image understanding [2025 6] We release PS3 and VILA-HD PS3 is a vision encoder that scales up vision pre-training to 4K resolution
- Vila (fairy) - Wikipedia
A vila, or víla (plural: vile, or víly; Bulgarian: vila, diva, juda, samovila, samodiva, samojuda; Czech: víla, samodiva, divoženka; Old East Slavic: vila; Polish: wiła; Serbo-Croatian: vila; Slovak: víla; Slovene: vila) [1] is a Slavic fairy similar to a nymph
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- NVILA: Efficient Frontiers of Visual Language Models
In this paper, we introduce NVILA, a family of open VLMs designed to optimize both efficiency and accuracy Building on VILA, we improve its model architecture by first scaling up the spatial and temporal resolution, followed by compressing visual tokens
- [2312. 07533] VILA: On Pre-training for Visual Language Models - arXiv. org
With an enhanced pre-training recipe we build VILA, a Visual Language model family that consistently outperforms the state-of-the-art models, e g , LLaVA-1 5, across main benchmarks without bells and whistles
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- [2407. 17453] VILA$^2$: VILA Augmented VILA - arXiv. org
Combining self-augmentation and specialist-augmented training, VILA$^2$ consistently improves the accuracy on a wide range of benchmarks over the prior art, producing a reusable pretraining dataset that is 300x more cost-efficient than human labeling
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