MaxViT: Multi-Axis Vision Transformer

Benchmark Model Rank Results
image-classification-on-imagenetMaxViT-XL (512res, JFT)#17Top 1 Accuracy: 89.53%
image-classification-on-imagenetMaxViT-L (512res, JFT)#20Top 1 Accuracy: 89.41%
image-classification-on-imagenetMaxViT-XL (384res, JFT)#21Top 1 Accuracy: 89.36%
image-classification-on-imagenetMaxViT-L (384res, JFT)#23Top 1 Accuracy: 89.12%
image-classification-on-imagenetMaxViT-B (512res, JFT)#28Top 1 Accuracy: 88.82%
image-classification-on-imagenetMaxViT-XL (512res, 21K)#31Top 1 Accuracy: 88.7%
image-classification-on-imagenetMaxViT-B (384res, JFT)#32Top 1 Accuracy: 88.69%
image-classification-on-imagenetMaxViT-XL (384res, 21K)#40Top 1 Accuracy: 88.51%
image-classification-on-imagenetMaxViT-L (512res, 21K)#45Top 1 Accuracy: 88.46%
image-classification-on-imagenetMaxViT-B (512res, 21K)#48Top 1 Accuracy: 88.38%
image-classification-on-imagenetMaxViT-L (384res, 21K)#52Top 1 Accuracy: 88.32%
image-classification-on-imagenetMaxViT-B (512res)#124Top 1 Accuracy: 86.7%
image-classification-on-imagenetMaxViT-L (384res)#145Top 1 Accuracy: 86.4%
image-classification-on-imagenetMaxViT-B (384res)#149Top 1 Accuracy: 86.34%
image-classification-on-imagenetMaxViT-S (512res)#166Top 1 Accuracy: 86.19%
image-classification-on-imagenetMaxViT-T (384res)#198Top 1 Accuracy: 85.72%
image-classification-on-imagenetMaxViT-L (224res)#246Top 1 Accuracy: 85.17%Number of params: 212MGFLOPs: 43.9
image-classification-on-imagenetMaxViT-B (224res)#265Top 1 Accuracy: 84.94%Number of params: 120MGFLOPs: 23.4
image-classification-on-imagenetMaxViT-S (224res)#307Top 1 Accuracy: 84.45%Number of params: 69MGFLOPs: 11.7
image-classification-on-imagenetMaxViT-T (224res)#393Top 1 Accuracy: 83.62%Number of params: 31MGFLOPs: 5.6
object-detection-on-coco-2017MaxViT-B#1AP: 53.4AP50: 72.9AP75: 58.1APM: 45.7APM50: 70.3APM75: 50
object-detection-on-coco-2017MaxViT-S#2AP: 53.1AP50: 72.5AP75: 58.1APM: 45.4APM50: 69.8APM75: 49.5
object-detection-on-coco-2017MaxViT-T#3AP: 52.1AP50: 71.9AP75: 56.8APM: 44.6APM50: 69.1APM75: 48.4