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README.md
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## π€ Dataset Creation
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I took a sample image from https://arxiv.org/pdf/2604.00416 and used gemini & seeddance 2.0 to create a small synthetic benchmark for a narrow space. Later I annotated it with possible human actions. Although it doesnβt entirely represent real scenarios in Dhaka or Delhi, itβs a start. I selected cosmos3 to test this dataset.
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Prompt β
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| name | type | prompt | | answer |
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|--------|-------|--------------------------------|---|------------------------------------------------------|
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## π
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| human_answer | cosmos_direction | human_direction | similarity_score_0_5 |
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|------------------------------------------------------|---------------------------|--------------------------------|----------------------|
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| The robot should go to left. | forward | left | 1 |
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| The robot should walk straight and go right. | forward (through doorway) | straight + right | 3 |
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| The robot should halt and let the pregnant lady go. | forward (through door) | halt and let pregnant lady go | 0 |
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## π
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```python
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## π€ Dataset Creation
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I took a sample image from https://arxiv.org/pdf/2604.00416 and used gemini & seeddance 2.0 to create a small synthetic benchmark for a narrow space. Later I annotated it with possible human actions. Although it doesnβt entirely represent real scenarios in Dhaka or Delhi, itβs a start. I selected cosmos3 to test this dataset.
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Prompt βwhich way should the robot go?β
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## π Dataset's filestucture
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```bash
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.
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βββ images/
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βββ videos/
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βββ .gitattributes
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βββ README.md
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βββ cosmos_vs_human_scores.csv
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βββ poster.jpg
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```
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## π― Human annotated Dataset
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| name | type | prompt | | answer |
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|--------|-------|--------------------------------|---|------------------------------------------------------|
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## π Similarity results (Human vs Physical AI model)
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| human_answer | cosmos_direction | human_direction | similarity_score_0_5 |
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|------------------------------------------------------|---------------------------|--------------------------------|----------------------|
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| The robot should go to left. | forward | left | 1 |
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| The robot should walk straight and go right. | forward (through doorway) | straight + right | 3 |
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| The robot should halt and let the pregnant lady go. | forward (through door) | halt and let pregnant lady go | 0 |
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## Evaluation
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## π Codes
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```python
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