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@@ -27,13 +27,13 @@ This dataset delivers a single, end-to-end resource for training and benchmarkin
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F20109613%2Fb2937149ece6c03c0167b8fc10c110e9%2FFrame%20103.png?generation=1753033787294716&alt=media)
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- ##Why Comprehensive Anti-Spoofing Data?
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  Modern certification pipelines demand proof that a system resists all common attack vectors—not just prints or replays. This dataset delivers those vectors in one place, allowing you to:
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  - Benchmark a model’s true generalisation
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  - Fine-tune against rare but high-impact threats (e.g., silicone or textile masks)
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  - Streamline audits by demonstrating coverage of every ISO 30107-3 attack category
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- ##Dataset Features
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  - **Dataset Size:** ≈ 95 000 videos / image sequences spanning live captures and eleven spoof classes
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  - **Attack Diversity:** 3D paper mask, wrapped 3D mask, photo print, mobile replay, display replay, cut-out 2D mask, silicone mask, latex mask, textile mask
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  - **Active Liveness Cues:** Natural blinks, and head rotations included across live and mask sessions
 
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F20109613%2Fb2937149ece6c03c0167b8fc10c110e9%2FFrame%20103.png?generation=1753033787294716&alt=media)
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+ ## Why Comprehensive Anti-Spoofing Data?
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  Modern certification pipelines demand proof that a system resists all common attack vectors—not just prints or replays. This dataset delivers those vectors in one place, allowing you to:
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  - Benchmark a model’s true generalisation
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  - Fine-tune against rare but high-impact threats (e.g., silicone or textile masks)
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  - Streamline audits by demonstrating coverage of every ISO 30107-3 attack category
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+ ## Dataset Features
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  - **Dataset Size:** ≈ 95 000 videos / image sequences spanning live captures and eleven spoof classes
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  - **Attack Diversity:** 3D paper mask, wrapped 3D mask, photo print, mobile replay, display replay, cut-out 2D mask, silicone mask, latex mask, textile mask
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  - **Active Liveness Cues:** Natural blinks, and head rotations included across live and mask sessions