Question: Here is a figure in an academic paper. What dataset is specifically used to develop the specialist which the cat example depicts in the image?
Date: 2024-07-24

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Paper page - VILA^2: VILA Augmented VILA - Hugging Face
Our grounding specialist has the potential to ensure that VILA^2 responses are accurate and free from hallucinations. I'll read your paper later to explore any synergies. :) ... VILA^2 offers a practical solution for leveraging internet-scale raw visual data and provides a straightforward yet general learning approach for various models ...

VILA 2 : VILA Augmented VILA - arXiv.org
This approach provides dense supervision and allows us to verify if VLMs hallucinate. To develop the VILA 2 grounding specialist, we used image-grounded caption pairs from the 20M GRIT dataset . We first filtered out bounding boxes covering more than 70% of the image area, as many images in GRIT are book or album covers not closely related to ...

[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 ...

TuringPost on LinkedIn: How can we improve VLMs? They can do it ...
They can do it themselves👇 NVIDIA, UT Austin and MIT propose VILA^2 (VILA-augmented-VILA) that enhances VLMs training data. ... 2) Grounding Specialist: The GRIT dataset is used for grounding ...

2 ground rods required? | Information by Electrical Professionals for ...
Jul 6, 2023. #3. Technically yes, unless you have an otherwise adequate grounding electrode system, such as a ufer, (or unless you can prove the first rod is 25 ohms or less to earth, which is not worth bothering with). 250.32 requires a grounding electrode system for the building, according to the same rules (250 Part III) as for a building ...

Grounding requirements for multiple services | Information by ...
Q. When a building has more than one service (as allowed by Sec. 230.2), is there a requirement to ground these multiple services to a common grounding electrode? (Answer based on 2011 NEC.) A. Where an AC system is connected to a grounding electrode in or at a building or structure, the same grounding electrode must be used.

Revolutionising Visual-Language Understanding: VILA 2's Self ...
The specialist-augmented training further enhances VILA 2's performance by infusing domain-specific expertise into the generalist VLM, improving accuracy across a wide range of tasks. The combination of self-augmented and specialist-augmented training strategies results in significant performance boosts across various benchmarks, pushing VILA ...

$VILA^2$: VILA Augmented VILA | Cool Papers - Immersive Paper Discovery
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 data from the Internet that does not have a guarantee of data quality or ...

Answer: GRIT