This image displays a poster titled "Q-Instruct" designed by Q-Future for visual evaluation using foundational models. The poster highlights a 200K-conversation dataset for low-level visual instruction tuning and features a Model Zoo for low-level-enhanced versions for three baseline Multi-Language Learning Models (MLLMs). The primary objective appears to be evaluating and understanding visual content at a fundamental level. 

In the top section, there is a question about identifying the part of an image that is clear without motion blur, with options including "The trees," "The head of the children," and "The ground." An image of a child facing away, standing near some outdoor objects, serves as the centerpiece for this question.

Below this, there is a prompt to rate the quality of another image. The image shown is of several hot dog-shaped objects arranged on a grill pan. Corresponding analysis and reasoning are provided by two versions of LLava-v1.5-7B, marked as (a) and (b). 

- Version (a) provides an explanation that the upper left corner of the image, where the hot dog is placed on the grill pan, is the darkest part. This is marked as incorrect.
- Version (b) from LLava-v1.5-7B (Q-Instruct) identifies the lower left corner as the darkest, which is marked correct.

The poster is likely part of a presentation or educational material intended for training or evaluating visual perception models. The descriptive annotations and robotic icons indicate an AI's interpretation and assessment of visual content.
Text transcribed from the image:
Q-Future Visual Evaluation with Foundation
Q-Instruct
# 200K-Conversation Dataset for Low-level Visual Instruction Tuning
# Model Zoo for Low-level-enhanced versions for Three Baseline MLLMS
Chaofeng C
Gua
'Nanyang Technola
Which part of the image is
clear, without motion blur?
Answer with the option's letter
from the given choices directly.
A. The trees
B. The head of the children
C. The ground
(b
Answering Multi-Choice C
related to Low-level
Rate the quality of the image.
Think step by step.
Legend
Irrelevant Reasoning Inaccurate Ratin
(a) LLAVA-v1.5-7B
The image is a close-up of a ho
the grill being the main focus. The hot d
pan, and there are several hot dogs on
total of five hot dogs. The grill is placed
which is the background of the image. T
the image is good, as it captures the de
and the grill pan, providing a clear view
(b) LLAVA-v1.5-7B (Q-Inst
The overall clarity of this image is
main subject, the sausage, retains most
The background table and the lighting ar
with some noticeable noise. Therefore, t
image is considered average.
(Continued) Which is the darkest corner of the image?
(a) LLAVA-v1.5-7B
(b) LLAVA-v1.5-7E
The darkest corner of the image is the upper left
corner, where the hot dog is placed on the grill pan. X
Reasoning Quality Eya
4
The darkest corner of
lower left corner.