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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - video-classification
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+ - emotion-detection
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+ - education
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+ - qwen2.5-vl
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+ library_name: transformers
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+ base_model:
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+ - Qwen/Qwen2.5-7B-Instruct
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+ ---
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+
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+ # DAiSEE Emotion Detection Model
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+
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+ This model detects 4 emotion states (Boredom, Engagement, Confusion, Frustration) from educational videos.
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+
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+ ## Architecture
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+
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+ - **Stage 1**: Qwen2.5-VL-7B-Instruct (embedding extraction)
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+ - **Stage 2**: MLP classifiers (4 separate models)
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+
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+ ## Usage
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+
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+ ### Via Inference Endpoint
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+
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+ ```python
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+ import requests
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+ import base64
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+
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+ # Encode video
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+ with open("student_video.avi", "rb") as f:
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+ video_b64 = base64.b64encode(f.read()).decode()
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+
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+ # Send request
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+ response = requests.post(
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+ "https://YOUR-ENDPOINT.aws.endpoints.huggingface.cloud",
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+ headers={"Authorization": f"Bearer {YOUR_HF_TOKEN}"},
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+ json={"inputs": video_b64}
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+ )
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+
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+ predictions = response.json()
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+ print(predictions)