Tag: paper review
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CLIP ViT-L/14 Zero-Shot ImageNet Accuracy: 76.2% Without Fine-Tuning
CLIP ViT-L/14@336px hits 76.2% zero-shot ImageNet top-1 accuracy. We break down how contrastive pretraining works and where it fails.
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ViT Review: 16×16 Patches That Replaced Convolutions
ViT-B/16 hits 77.9% top-1 accuracy on ImageNet with 16x16 patches and no convolutions. We review the architecture, training tricks, and where it breaks.
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MAE Review: Self-Supervised Vision via Masked Reconstruction
MAE masks 75% of image patches and reconstructs pixelsโsimple, brutal, effective. Why this extreme masking ratio works and the asymmetric trick that made it fast.
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How to Write an Academic Paper Review in English
Write academic paper reviews that editors actually accept. Structure, critical analysis phrases, and a complete Transformer paper review example.