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vg_ido_2
Which option describe the object relationship in the image correctly?
Based on a detailed observation of the image, the primary object relationship is that the **cat is resting on and against the bag**. Here is a breakdown of the specific visual details defining their relationship: * **Positioning:** A dark grey tabby cat with white paws is lying on its side on a light-colored carpet....
Based on a detailed observation of the image, here is a breakdown of the specific visual details: * **Positioning:** A dark grey tabby cat with white paws is lying on its side on a light-colored carpet. It is positioned immediately adjacent to a dark blue and beige duffel bag. * **Physical Contact:** The cat's body...
vg_ido_5
What type of environment is depicted in the picture?
Based on the visual evidence in the image, the environment depicted is the interior of a **commercial gym, fitness center, or weightlifting facility**, specifically focusing on a free-weight training area. Here is a detailed breakdown of the elements that define this environment: **Foreground (Left and Bottom):** * ...
Based on the visual evidence in the image, here is a detailed breakdown of the elements present: **Foreground (Left and Bottom):** * **Weight Plates:** The most prominent feature is the tall, organized stacks of thick, black weight plates dominating the left side of the frame. These appear to be "bumper plates," typ...
vg_ido_6
Which mood does this image convey?
Based on the visual details in the image, the primary moods conveyed are **self-love, deep contentment, comfort, and peacefulness.** Here is a detailed breakdown of the visual elements that contribute to this mood: * **Body Language (The Self-Hug):** The most prominent feature of the image is the man wrapping his ...
Based on the visual details in the image, here is a detailed breakdown of the visual elements: * **Body Language (The Self-Hug):** The most prominent feature of the image is the man wrapping his arms tightly around his own torso, with his hands gripping his opposite shoulders/upper arms. This gesture of hugging ones...
vg_ido_8
Which group has more items?
Based on a careful examination of the image, the **left group** has more items. Here is a detailed breakdown of what is visible in the image: The image is divided into two separate rectangular panels, a left side and a right side, both containing illustrations of pink cartoon pigs of varying sizes. * **Left Group:...
Based on a careful examination of the image, here is a detailed breakdown of what is visible: The image is divided into two separate rectangular panels, a left side and a right side, both containing illustrations of pink cartoon pigs of varying sizes. * **Left Group:** If you count the pigs in the left panel, there...
vg_ido_14
Which one is the correct caption of this image?
Based on the detailed visual elements in the image, here is a comprehensive descriptive caption: **A young person with short, dark hair stands in profile in a dimly lit room, washing something in a white basin.** Here is a breakdown of the specific details that make up this caption: * **The Subject:** In the cente...
Based on the detailed visual elements in the image, here is a comprehensive descriptive caption: **A young person with short, dark hair stands in profile in a dimly lit room, washing something in a white basin.** Here is a breakdown of the specific details that make up this caption: * **The Subject:** In the cente...
vg_ido_17
what is the shape of this object?
Based on the image provided, the overall shape of the primary object (the road sign) is a **triangle**. To provide a more detailed and comprehensive breakdown of the shapes visible on the object: * **Overall Outline:** It is specifically an upward-pointing **equilateral triangle**, meaning it has three sides of equ...
Based on the image provided, the primary object (the road sign) has a distinct geometric form. To provide a more detailed and comprehensive breakdown of the shapes visible on the object: * **Overall Outline:** It is an upward-pointing shape, meaning it has three sides of equal length and a horizontal base with one ...
vg_ido_19
Which of the following captions best describes this image?
Based on the image, since no options were provided, here is a caption that best describes the scene, followed by a detailed breakdown of why it is accurate: **Best Caption:** "A family of three wearing helmets while enjoying a bicycle ride on a paved trail on a sunny day." **Detailed Breakdown of the Image:** * **...
Based on the image, since no options were provided, here is a detailed breakdown of the scene: * **The Subjects:** The image features three people who appear to be a family. On the left is a woman wearing a green plaid shirt and blue jeans. In the middle is a young boy wearing a bright red t-shirt and blue jeans. On...
vg_ido_20
Which one is the correct caption of this image?
Based on the image provided, a correct and comprehensive caption would be: **"A classic, two-tone turquoise and dark blue station wagon parked on grass, featuring whitewall tires, a lowered stance, and a matching surfboard secured to a wooden roof rack."** Here is a detailed breakdown of the visual elements in the im...
Based on the image provided, here is a detailed breakdown of the visual elements that would support a correct and comprehensive caption: * **The Vehicle:** The central focus is a vintage station wagon, likely from the mid-1950s. The twin silver streaks running down the hood are a hallmark design feature of Pontiacs ...
vg_ido_23
There is a cyan metal thing behind the cyan metal ball; what shape is it?
Based on the image, the cyan metallic object located behind and to the left of the cyan metal ball is a **cylinder**.
Based on the image, there is a cyan metallic object located behind and to the left of the cyan metal ball.
vg_ido_24
What type of environment is depicted in the picture?
Based on the visual evidence in the image, the environment depicted is a **surreal, magical fantasy landscape**, often associated with fairy tales or dreamscapes. Here is a detailed breakdown of the environmental elements that contribute to this classification: **1. The Foreground (The Portal/Frame):** * **Intertw...
Based on the visual evidence in the image, here is a detailed breakdown of the environmental elements present: **1. The Foreground (The Portal/Frame):** * **Intertwined Flora:** The viewer is looking through a massive, near-perfect circular frame made of thick, gnarled tree trunks, roots, and vines. These wooden ele...

Focus Dataset

Focus is a perturbation benchmark for evaluating VLM-as-judge systems.

Subsets

Subset Description Splits
i2t Image-to-Text perturbations visual_grounding, semantic_interpretation, visual_reasoning, long_form_generation, score_invariant
t2i Text-to-Image perturbations visual_fidelity, scene_coherence, physical_plausibility, text_rendering, score_invariant

Usage

from datasets import load_dataset

# Load a specific split
ds = load_dataset("sanjay73/Focus-test", "i2t", split="visual_grounding")

# Load all splits for a task
ds = load_dataset("sanjay73/Focus-test", "i2t")

Schema

I2T (Image-to-Text)

Field Type Description
p_id string Perturbation ID
prompt string Question about the image
image image Input image
gold_answer string Correct answer
perturbed_answer string Perturbed (incorrect) answer

T2I (Text-to-Image)

Field Type Description
p_id string Perturbation ID
prompt string Text prompt
gold_image image Correctly generated image
perturbed_image image Perturbed (edited) image
edit_instruction string Edit applied to create perturbation
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