Heedless Backbones

PASCAL VOC 2012 (val) Dataset

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Images / Second

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task

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Semantic Segmentation

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mIoU^ms

pAcc^ms

mAcc^ms

mIoU^ss

pAcc^ss

mAcc^ss

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UPerNet

Mask2Former

Panoptic FPN

SETR

Trans2Seg

DeepLabv3

PSPNet

Linear

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512x2048

640x2560

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Results

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Images / Second

GFLOPs

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Family

Pretrain Dataset

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Semantic Segmentation Training Epochs

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Pretrain Dataset

Pretrain Method

Semantic Segmentation Head

Semantic Segmentation Resolution

Semantic Segmentation Training Epochs

No Results

family	model	pretrain	head	train	gflops	mIoU^ms	pAcc^ms	mAcc^ms	mIoU^ss	pAcc^ss	mAcc^ss
MobileViT	MobileViT-XXS	IN-1k : Sup. : 300	DeepLabv3	PASCAL VOC 2012 (train + SBD + COCO) : 50 : 512	None	—	—	—	73.6	—	—
MobileViT	MobileViT-XS	IN-1k : Sup. : 300	DeepLabv3	PASCAL VOC 2012 (train + SBD + COCO) : 50 : 512	5.7	—	—	—	77.1	—	—
MobileViT	MobileViT-S	IN-1k : Sup. : 300	DeepLabv3	PASCAL VOC 2012 (train + SBD + COCO) : 50 : 512	None	—	—	—	79.1	—	—