The image is of a detailed academic poster titled "Q-Instruct," which is focused on the evaluation and tuning of low-level visual instruction models. The poster is part of the "Q-Future Visual Evaluation with Foundation" series. Key highlights include a clear header, a description of a conversation dataset consisting of 200K entries, and a model zoo for three baseline MLLMs. 

Prominently featured on the poster are two main image-based questions from the dataset:
1. A photograph depicting children playing with motion blur, prompting the viewer to identify the part of the image that is clear without motion blur. The multiple-choice options provided are: A. The trees, B. The head of the children (which is the correct answer), and C. The ground.
2. An image of a grill pan with several hot dogs, asking the viewer to rate the quality of the image. The poster includes detailed analyses from two different models on the clarity and focus of the image, leading to their respective conclusions on its quality. Further, it asks which is the darkest corner of the image, providing two answers analyzed by different systems.

The poster includes visual aids to illustrate the questions and models' analyses, with textual explanations and icons representing the respective models and their reasoning. The content demonstrates the models' capability to assess and articulate visual qualities and characteristics effectively.
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 Cl
Gua
1Nanyang Technolo
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
(a
(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
4
(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 an
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 Eva
4
The darkest corner of
lower left corner.