Heedless Backbones

ADE20K (test) Dataset

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axis

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Results

Parameters (M)

Images / Second

Publication Date

task

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Instance Segmentation

Semantic Segmentation

Panoptic Segmentation

metric

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mIoU^ms

pAcc^ms

mAcc^ms

mIoU^ss

pAcc^ss

mAcc^ss

GFLOPs

head

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UPerNet

Mask2Former

Panoptic FPN

SETR

resolution

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512x2048

640x2560

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Results

Parameters (M)

Images / Second

GFLOPs

Publication Date

Filters

pretrain dataset

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MegData73M

JFT-3B

JFT-300M

ImageNet-1k

ImageNet-22k

pretrain method

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Supervised

Sup. + TL

FCMAE

MAE

CL

Legend

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Family

Pretrain Dataset

Pretrain Method

Semantic Segmentation Head

Semantic Segmentation Resolution

Semantic Segmentation Training Epochs

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Pretrain Dataset

Pretrain Method

Semantic Segmentation Head

Semantic Segmentation Resolution

Semantic Segmentation Training Epochs

family	model	params (m)	pretrain	head	train	GFLOPs	mIoU^ms
Swin	Swin-L	197.0	IN-22k : Sup. : 90	UPerNet	ADE20K (train) : 128 : 640	3230.0	62.8

family	model	pretrain	head	train	gflops	mIoU^ms	pAcc^ms	mAcc^ms	mIoU^ss	pAcc^ss	mAcc^ss
Swin	Swin-L	IN-22k : Sup. : 90	UPerNet	ADE20K (train) : 128 : 640	3230.0	62.8	—	—	—	—	—