Heedless Backbones

ATSS

Paper | GitHub

axis

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Results

Parameters (M)

Images / Second

Publication Date

task

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Object Detection

dataset

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COCO (val)

COCO (test)

PASCAL VOC 2007 (val)

PASCAL VOC 2007 (test)

metric

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mAP

AP₅₀

AP₇₅

mAP_s

mAP_m

mAP_l

GFLOPs

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Results

Parameters (M)

Images / Second

GFLOPs

Publication Date

Filters

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-T	29.0	IN-1k : Sup. : 300	ATSS	COCO (train) : 36	212.0	47.2
FocalNet	FocalNet-T-LRF	28.6	IN-1k : Sup. : 300	ATSS	COCO (train) : 36	220.0	49.6
SMT	SMT-S	20.5	IN-1k : Sup. : 300	ATSS	COCO (train) : 36	214.0	49.9

COCO (val)

family	model	pretrain	train	gflops	mAP^b	AP^b₅₀	AP^b₇₅	mAP^b_s	mAP^b_m	mAP^b_l
Swin	Swin-T	IN-1k : Sup. : 300	COCO (train) : 36	212.0	47.2	66.5	51.3	—	—	—
FocalNet	FocalNet-T-LRF	IN-1k : Sup. : 300	COCO (train) : 36	220.0	49.6	68.7	54.5	—	—	—
SMT	SMT-S	IN-1k : Sup. : 300	COCO (train) : 36	214.0	49.9	68.9	54.7	—	—	—