Swin Transformer – TildAlice

ViT vs Swin vs ConvNeXt: ImageNet Accuracy at 4.5G FLOPs

2026년 05월 12일

ConvNeXt-T beats ViT-S by 2.2% and Swin-T by 0.8% at 4.5G FLOPs. Here's the benchmark data and why pure convolutions still win at production scale.

2025년 12월 10일

ViT vs Swin vs MaxViT: which Vision Transformer wins? Hierarchical attention benchmarks on ImageNet with code for classification and detection.

2025년 12월 06일

ConvNeXt vs Swin Transformer on ImageNet, COCO, ADE20K: real accuracy and speed numbers to pick the right architecture for your project.