Heedless Backbones

SSDLite

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

Legend attribute (second)

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Pretrain Dataset

Pretrain Method

Instance Head

Instance Training Epochs

family	model	params (m)	pretrain	head	train	GFLOPs	mAP
MobileViT	MobileViT-XS	2.3	IN-1k : Sup. : 300	SSDLite	COCO (train) : 200	1.6	24.8
MobileMamba	MobileMamba-B1	17.1	IN-1k : Sup. : 300	SSDLite	COCO (train) : 600	1.7	24.0

COCO (val)

family	model	pretrain	train	gflops	mAP^b	AP^b₅₀	AP^b₇₅	mAP^b_s	mAP^b_m	mAP^b_l
MobileViT	MobileViT-XS	IN-1k : Sup. : 300	COCO (train) : 200	1.6	24.8	—	—	—	—	—
MobileViT	MobileViT-S	IN-1k : Sup. : 300	COCO (train) : 200	None	27.7	—	—	—	—	—
MobileMamba	MobileMamba-B1	IN-1k : Sup. : 300	COCO (train) : 600	1.7	24.0	39.5	24.0	3.1	23.4	46.9