Heedless Backbones

InceptionMamba Family

Paper | GitHub

axis

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Results

Parameters (M)

Images / Second

Publication Date

task

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Object Detection

Instance Segmentation

Classification

Semantic Segmentation

Panoptic Segmentation

dataset

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COCO (val)

COCO (test)

Cityscapes (val)

Cityscapes (test)

ADE20K (val)

ADE20K (test)

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

Mask2Former

HTC++

HTC

Panoptic FPN

axis

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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

Instance Head

Instance Training Epochs

Legend attribute (second)

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Family

Pretrain Method

Instance Head

Instance Training Epochs

model	params (m)	pretrain	head	train	GFLOPs	mAP
InceptionMamba-T	25.4	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	233.0	41.8
InceptionMamba-S	46.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	301.0	42.6
InceptionMamba-B	83.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	421.0	43.1

model	params (m)	pretrain	finetune	gflops	IN-1k
InceptionMamba-T	25.4	IN-1k : Sup. : 300	— : — : —	4.0	83.1/—
InceptionMamba-S	46.0	IN-1k : Sup. : 300	— : — : —	7.8	84.1/—
InceptionMamba-B	83.0	IN-1k : Sup. : 300	— : — : —	14.3	84.7/—

COCO (val)

model	pretrain	head	train	gflops	mAP^b	AP^b₅₀	AP^b₇₅	mAP^b_s	mAP^b_m	mAP^b_l
InceptionMamba-T	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	233.0	46.0	—	—	—	—	—
InceptionMamba-S	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	301.0	47.5	—	—	—	—	—
InceptionMamba-B	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	421.0	48.1	—	—	—	—	—

COCO (val)

model	pretrain	head	train	gflops	mAP^m	AP^m₅₀	AP^m₇₅	mAP^m_s	mAP^m_m	mAP^m_l
InceptionMamba-T	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	233.0	41.8	—	—	—	—	—
InceptionMamba-S	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	301.0	42.6	—	—	—	—	—
InceptionMamba-B	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	421.0	43.1	—	—	—	—	—

ADE20K (val)

model	pretrain	head	train	gflops	mIoU^ms	pAcc^ms	mAcc^ms	mIoU^ss	pAcc^ss	mAcc^ss
InceptionMamba-T	IN-1k : Sup. : 300	UPerNet	ADE20K (train) : 1250 : 512	928.0	—	—	—	47.3	—	—
InceptionMamba-S	IN-1k : Sup. : 300	UPerNet	ADE20K (train) : 1250 : 512	1006.0	—	—	—	49.2	—	—
InceptionMamba-B	IN-1k : Sup. : 300	UPerNet	ADE20K (train) : 1250 : 512	1145.0	—	—	—	50.1	—	—