Question: Here is a figure in an academic paper. What is the name of the process before the process shown in the image?
Date: 2024-07-24

Search results:

[2407.17453] $VILA^2$: VILA Augmented VILA - arXiv.org
A. 2. : VILA Augmented VILA. Visual language models (VLMs) have rapidly progressed, driven by the success of large language models (LLMs). While model architectures and training infrastructures advance rapidly, data curation remains under-explored. When data quantity and quality become a bottleneck, existing work either directly crawls more raw ...

VILA 2 : VILA Augmented VILA - arXiv.org
Figure 1: The schematic diagram to train VILA 2, short for VILA-augmented VILA. We re-formulate visual language model (VLM) training with model in the loop to remedy training data defficacy. We start with validating design options in constructing a self-augmenting loop (Section. 2.1) to improve on caption quality of the default training task.

$VILA^2$: VILA Augmented VILA | Papers With Code
A. 2. : VILA Augmented VILA. Visual language models (VLMs) have rapidly progressed, driven by the success of large language models (LLMs). While model architectures and training infrastructures advance rapidly, data curation remains under-explored. When data quantity and quality become a bottleneck, existing work either directly crawls more raw ...

[PDF] $VILA^2$: VILA Augmented VILA | Semantic Scholar
This work examines the design options for VLM pre-training by augmenting LLM towards VLM through step-by-step controllable comparisons, and builds 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.

Efficient-Large-Model/VILA-2.7b · Hugging Face
Model type: VILA is a visual language model (VLM) pretrained with interleaved image-text data at scale, enabling multi-image VLM. VILA is deployable on the edge, including Jetson Orin and laptop by AWQ 4bit quantization through TinyChat framework. We find: (1) image-text pairs are not enough, interleaved image-text is essential; (2) unfreezing ...

GitHub - NVlabs/VILA: VILA - a multi-image visual language model with ...
VILA is a visual language model (VLM) pretrained with interleaved image-text data at scale, enabling video understanding and multi-image understanding capabilities. VILA is deployable on the edge by AWQ 4bit quantization and TinyChat framework. We find: (1) image-text pairs are not enough, interleaved image-text is essential; (2) unfreezing LLM during interleaved image-text pre-training ...

Algorithm flow of overall. | Download Scientific Diagram - ResearchGate
Download scientific diagram | Algorithm flow of overall. from publication: Energy efficient resource allocation of IRS-Assisted UAV network | The integration of unmanned aerial vehicle (UAV ...

Microvilli - Definition, Diagram (Vs Villi and Cilia) and Function
Microvilli - They consist of microfilaments. (8, 9, and 10) Presence of glycocalyx layer. Cilia - They do not have a glycocalyx layer. Microvilli - They are surrounded by layers of a glycocalyx. Shapes. Cilia - They are distally tapered. Microvilli - They are characterized by their thin and short stature.

Answer: self augmenting