perceptron-ai-inc/isaac-0.1 🖼️📝❓🔢 → ❓

⭐ Official ▶️ 3.9K runs 📅 Nov 2025 ⚙️ Cog 0.16.8 🔗 GitHub ⚖️ License

image-object-detection image-to-text ocr

About

an open-source, 2B-parameter model built for real-world applications

Example Output

Prompt:

"Determine whether it is safe to cross the street. Look for signage and moving traffic."

Output

{"text":"No, it is not safe to cross the street at this time. The traffic light in the background is showing a red signal, which means it's not safe or legal to cross the street. This red light indicates that vehicles have the right of way, and pedestrians should wait until the light changes before proceeding to cross. It's important to always follow traffic signals for your safety and the safety of others on the road. When in doubt, it's best to wait until the signal changes to green before crossing the street.","image":"https://replicate.delivery/xezq/WKQ9GlgAarbzG12H8fBNU4EeqQbv0xwtgfKuKBIO4YDWlASrA/tmph_ixmga7.jpg","structured_output":"[
{
"type": "box",
"top_left": {
"x": 808,
"y": 248
},
"bottom_right": {
"x": 863,
"y": 386
},
"mention": "traffic light"
}
]"}

Performance Metrics

2.47s Prediction Time

2.49s Total Time

All Input Parameters

{
  "image": "https://replicate.delivery/pbxt/O3bB4rzBd1qi3wMWb1GFvjuxduAw9AfASgAkfCLcaT1380ZN/woman-street.webp",
  "prompt": "Determine whether it is safe to cross the street. Look for signage and moving traffic.",
  "response": "box",
  "max_new_tokens": 256
}

Input Parameters

image (required) Type: string: Input image for analysis
prompt Type: stringDefault: Determine whether it is safe to cross the street. Look for signage and moving traffic.: Prompt for the model
response Default: box: Response type: box for bounding boxes, point for coordinates, polygon for shapes, text for description only
max_new_tokens Type: integerDefault: 256Range: 1 - 512: Maximum number of tokens to generate

Output Schema

Example Execution Logs

Input token count: 1579
Output token count: 138
Generated text (raw): <|endoftext|><think>
</think>
No, it is not safe to cross the street at this time. The <point_box mention="traffic light"> (808,248) (863,386) </point_box> in the background is showing a red signal, which means it's not safe or legal to cross the street. This red light indicates that vehicles have the right of way, and pedestrians should wait until the light changes before proceeding to cross. It's important to always follow traffic signals for your safety and the safety of others on the road. When in doubt, it's best to wait until the signal changes to green before crossing the street.<|im_end|>

Version Details

Version ID: b042abe318c893c22bb5421c4b7aa974c366b556abc5756893ed0d7135b4ce18
Version Created: November 13, 2025

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