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[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 0 from the SimpleVQA dataset." } ]
images/image_00000.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 1)." } ]
images/image_00001.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (2) containing different shapes and colors." } ]
images/image_00002.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 3 displays geometric patterns and visual content." } ]
images/image_00003.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (4) for vision-language model training." } ]
images/image_00004.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 5 from the SimpleVQA dataset." } ]
images/image_00005.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 6)." } ]
images/image_00006.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (7) containing different shapes and colors." } ]
images/image_00007.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 8 displays geometric patterns and visual content." } ]
images/image_00008.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (9) for vision-language model training." } ]
images/image_00009.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 10 from the SimpleVQA dataset." } ]
images/image_00010.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 11)." } ]
images/image_00011.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (12) containing different shapes and colors." } ]
images/image_00012.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 13 displays geometric patterns and visual content." } ]
images/image_00013.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (14) for vision-language model training." } ]
images/image_00014.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 15 from the SimpleVQA dataset." } ]
images/image_00015.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 16)." } ]
images/image_00016.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (17) containing different shapes and colors." } ]
images/image_00017.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 18 displays geometric patterns and visual content." } ]
images/image_00018.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (19) for vision-language model training." } ]
images/image_00019.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 20 from the SimpleVQA dataset." } ]
images/image_00020.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 21)." } ]
images/image_00021.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (22) containing different shapes and colors." } ]
images/image_00022.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 23 displays geometric patterns and visual content." } ]
images/image_00023.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (24) for vision-language model training." } ]
images/image_00024.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 25 from the SimpleVQA dataset." } ]
images/image_00025.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 26)." } ]
images/image_00026.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (27) containing different shapes and colors." } ]
images/image_00027.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 28 displays geometric patterns and visual content." } ]
images/image_00028.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (29) for vision-language model training." } ]
images/image_00029.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 30 from the SimpleVQA dataset." } ]
images/image_00030.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 31)." } ]
images/image_00031.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (32) containing different shapes and colors." } ]
images/image_00032.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 33 displays geometric patterns and visual content." } ]
images/image_00033.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (34) for vision-language model training." } ]
images/image_00034.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 35 from the SimpleVQA dataset." } ]
images/image_00035.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 36)." } ]
images/image_00036.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (37) containing different shapes and colors." } ]
images/image_00037.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 38 displays geometric patterns and visual content." } ]
images/image_00038.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (39) for vision-language model training." } ]
images/image_00039.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 40 from the SimpleVQA dataset." } ]
images/image_00040.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 41)." } ]
images/image_00041.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (42) containing different shapes and colors." } ]
images/image_00042.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 43 displays geometric patterns and visual content." } ]
images/image_00043.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (44) for vision-language model training." } ]
images/image_00044.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 45 from the SimpleVQA dataset." } ]
images/image_00045.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 46)." } ]
images/image_00046.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (47) containing different shapes and colors." } ]
images/image_00047.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 48 displays geometric patterns and visual content." } ]
images/image_00048.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (49) for vision-language model training." } ]
images/image_00049.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 50 from the SimpleVQA dataset." } ]
images/image_00050.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 51)." } ]
images/image_00051.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (52) containing different shapes and colors." } ]
images/image_00052.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 53 displays geometric patterns and visual content." } ]
images/image_00053.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (54) for vision-language model training." } ]
images/image_00054.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 55 from the SimpleVQA dataset." } ]
images/image_00055.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 56)." } ]
images/image_00056.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (57) containing different shapes and colors." } ]
images/image_00057.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 58 displays geometric patterns and visual content." } ]
images/image_00058.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (59) for vision-language model training." } ]
images/image_00059.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 60 from the SimpleVQA dataset." } ]
images/image_00060.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 61)." } ]
images/image_00061.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (62) containing different shapes and colors." } ]
images/image_00062.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 63 displays geometric patterns and visual content." } ]
images/image_00063.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (64) for vision-language model training." } ]
images/image_00064.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 65 from the SimpleVQA dataset." } ]
images/image_00065.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 66)." } ]
images/image_00066.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (67) containing different shapes and colors." } ]
images/image_00067.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 68 displays geometric patterns and visual content." } ]
images/image_00068.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (69) for vision-language model training." } ]
images/image_00069.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 70 from the SimpleVQA dataset." } ]
images/image_00070.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 71)." } ]
images/image_00071.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (72) containing different shapes and colors." } ]
images/image_00072.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 73 displays geometric patterns and visual content." } ]
images/image_00073.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (74) for vision-language model training." } ]
images/image_00074.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 75 from the SimpleVQA dataset." } ]
images/image_00075.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 76)." } ]
images/image_00076.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (77) containing different shapes and colors." } ]
images/image_00077.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 78 displays geometric patterns and visual content." } ]
images/image_00078.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (79) for vision-language model training." } ]
images/image_00079.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 80 from the SimpleVQA dataset." } ]
images/image_00080.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 81)." } ]
images/image_00081.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (82) containing different shapes and colors." } ]
images/image_00082.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 83 displays geometric patterns and visual content." } ]
images/image_00083.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (84) for vision-language model training." } ]
images/image_00084.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 85 from the SimpleVQA dataset." } ]
images/image_00085.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 86)." } ]
images/image_00086.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (87) containing different shapes and colors." } ]
images/image_00087.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 88 displays geometric patterns and visual content." } ]
images/image_00088.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (89) for vision-language model training." } ]
images/image_00089.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 90 from the SimpleVQA dataset." } ]
images/image_00090.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 91)." } ]
images/image_00091.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (92) containing different shapes and colors." } ]
images/image_00092.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 93 displays geometric patterns and visual content." } ]
images/image_00093.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (94) for vision-language model training." } ]
images/image_00094.jpg
[ { "role": "user", "content": "What is shown in this image?" }, { "role": "assistant", "content": "This is sample image 95 from the SimpleVQA dataset." } ]
images/image_00095.jpg
[ { "role": "user", "content": "Describe the content of this image." }, { "role": "assistant", "content": "The image shows various visual elements and patterns (sample 96)." } ]
images/image_00096.jpg
[ { "role": "user", "content": "What objects can you see in this image?" }, { "role": "assistant", "content": "This is a training sample (97) containing different shapes and colors." } ]
images/image_00097.jpg
[ { "role": "user", "content": "What is the main subject of this image?" }, { "role": "assistant", "content": "Image 98 displays geometric patterns and visual content." } ]
images/image_00098.jpg
[ { "role": "user", "content": "Can you describe what's happening in this image?" }, { "role": "assistant", "content": "This is a synthetic training image (99) for vision-language model training." } ]
images/image_00099.jpg
End of preview. Expand in Data Studio

SimpleVQA Dataset

SimpleVQA is a simple vision-language question-answering dataset designed for testing and reproducing vision-language model training. It contains 128 samples with images and question-answer pairs in a conversational format.

Dataset Summary

SimpleVQA is a lightweight dataset containing 128 vision-language question-answering samples. Each sample includes:

  • An image (512x512 RGB)
  • A conversation with user questions and assistant answers
  • Image paths for reference

This dataset is suitable for:

  • Testing vision-language model training pipelines
  • Reproducing experimental results
  • Educational purposes and quick prototyping

Supported Tasks

  • Visual Question Answering (VQA): Answer questions about image content
  • Image Description: Generate descriptions of image content
  • Multimodal Conversation: Engage in conversations about images

Languages

The dataset is primarily in English.

Dataset Structure

Data Fields

Each sample contains the following fields:

  • messages: List of conversation turns
    • role: "user" or "assistant"
    • content: Text content of the message
  • image: PIL Image object (RGB format, 512x512)
  • image_path: Original image file path

Data Splits

  • train: 128 samples

Example

from datasets import load_dataset

dataset = load_dataset("JosephFace/simpleVQA")

# Access a sample
sample = dataset["train"][0]
print(sample["messages"])
# [
#   {"role": "user", "content": "What is shown in this image?"},
#   {"role": "assistant", "content": "This is sample image 0 from the SimpleVQA dataset."}
# ]

print(sample["image"])  # PIL Image object
print(sample["image_path"])  # "images/image_00000.jpg"

Usage

Load from HuggingFace Hub

from datasets import load_dataset

# Load the dataset
dataset = load_dataset("JosephFace/simpleVQA")

# Or load specific split
train_dataset = load_dataset("JosephFace/simpleVQA", split="train")

Load Locally

If you have the dataset files locally:

from datasets import load_from_disk

# Load from Arrow format
dataset = load_from_disk("path/to/hf_dataset")

# Or load from JSONL
from datasets import load_dataset
dataset = load_dataset("json", data_files="simpleVQA_128.jsonl", split="train")

Use with Training Pipeline

from datasets import load_dataset
from veomni.data.dataset import MappingDataset

# Load dataset
hf_dataset = load_dataset("JosephFace/simpleVQA", split="train")

# Use with VeOmni training pipeline
dataset = MappingDataset(data=hf_dataset, transform=your_transform_function)

Dataset Statistics

  • Total samples: 128
  • Image format: JPEG, 512x512 RGB
  • Average conversation turns: 2 (1 user question + 1 assistant answer)
  • Total images: 128

Limitations

  • Small dataset size (128 samples) - suitable for testing only
  • Synthetic/placeholder images - not real-world data
  • Limited question diversity
  • Primarily English language content

Citation

@dataset{josephface_simplevqa,
  title={SimpleVQA: A Simple Vision-Language Question-Answering Dataset},
  author={JosephFace},
  year={2025},
  url={https://huggingface.co/datasets/JosephFace/simpleVQA}
}

License

This dataset is released under the MIT License.

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