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  CSATv2
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  CSATv2 is a lightweight high-resolution vision backbone designed to maximize throughput at 512×512 resolution.
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- By applying frequency-domain projection at the input stage, the model suppresses redundant spatial information and achieves extremely fast inference.
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  ## Highlights
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  - 🚀 **2,800 images/s at 512×512 resolution (A6000 1×GPU)**
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- - ⚡ **Frequency-Domain Projection** for removing redundant spatial information
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  - 🎯 **80.02%** ImageNet-1K Top-1 Accuracy
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  - 🪶 Only **11M parameters**
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  - 🧩 Suitable for **image classification** or as a **high-throughput detection backbone**
 
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  CSATv2
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  CSATv2 is a lightweight high-resolution vision backbone designed to maximize throughput at 512×512 resolution.
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+ By applying frequency-domain compression at the input stage, the model suppresses redundant spatial information and achieves extremely fast inference.
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  ## Highlights
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  - 🚀 **2,800 images/s at 512×512 resolution (A6000 1×GPU)**
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+ - ⚡ **Frequency-domain compression** for lightweight and efficient modeling
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  - 🎯 **80.02%** ImageNet-1K Top-1 Accuracy
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  - 🪶 Only **11M parameters**
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  - 🧩 Suitable for **image classification** or as a **high-throughput detection backbone**