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Introduction

Official Repo

Code Snippet

MaskFormer (NeurIPS'2021)
@inproceedings{cheng2021per,
    title={Per-pixel classification is not all you need for semantic segmentation},
    author={Cheng, Bowen and Schwing, Alex and Kirillov, Alexander},
    booktitle={Thirty-Fifth Conference on Neural Information Processing Systems},
    year={2021}
}

Results

ADE20k

Segmentor Pretrain Backbone Crop Size Schedule Train/Eval Set mIoU Download
MaskFormer ImageNet-1k-224x224 Swin-Tiny 512x512 LR/POLICY/BS/EPOCH: 0.00006/poly/16/130 train/val 47.31% cfg | model | log
MaskFormer ImageNet-1k-224x224 Swin-Small 512x512 LR/POLICY/BS/EPOCH: 0.00006/poly/16/130 train/val 49.91% cfg | model | log
MaskFormer ImageNet-22k-384x384 Swin-Base 640x640 LR/POLICY/BS/EPOCH: 0.00006/poly/16/130 train/val 53.22% cfg | model | log

More

You can also download the model weights from following sources: