Heedless Backbones

COCO (test) Dataset

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Results

Parameters (M)

Images / Second

Publication Date

task

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Object Detection

Instance Segmentation

metric

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mAP

AP₅₀

AP₇₅

mAP_s

mAP_m

mAP_l

GFLOPs

head

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Mask R-CNN

Cascade Mask R-CNN

RetinaNet

DINO

HTC++

HTC

FCOS

Faster R-CNN

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Results

Parameters (M)

Images / Second

GFLOPs

Publication Date

Filters

pretrain dataset

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ImageNet-1k

ImageNet-22k

JFT-300M

JFT-3B

MegData73M

pretrain method

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Supervised

Sup. + TL

FCMAE

MAE

CL

MAP

Legend

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Family

Pretrain Dataset

Pretrain Method

Instance Head

Instance Training Epochs

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Pretrain Dataset

Pretrain Method

Instance Head

Instance Training Epochs

family	model	params (m)	pretrain	head	train	GFLOPs	mAP
Swin	Swin-L	197.0	IN-22k : Sup. : 90	HTC++	COCO (train) : 72	1470.0	57.7

family	model	pretrain	head	train	gflops	mAP^b	AP^b₅₀	AP^b₇₅	mAP^b_s	mAP^b_m	mAP^b_l
Swin	Swin-L	IN-22k : Sup. : 90	HTC++	COCO (train) : 72	1470.0	57.7	—	—	—	—	—

family	model	pretrain	head	train	gflops	mAP^m	AP^m₅₀	AP^m₇₅	mAP^m_s	mAP^m_m	mAP^m_l
Swin	Swin-L	IN-22k : Sup. : 90	HTC++	COCO (train) : 72	1470.0	50.2	—	—	—	—	—