Heedless Backbones

Mask R-CNN

Paper | GitHub

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Results

Parameters (M)

Images / Second

Publication Date

task

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Object Detection

Instance Segmentation

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

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

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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
TransNeXt	TransNeXt-T	28.2	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	356.0	49.9
CAFormer	CAFormer-S18	26.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	508.0	48.6
InceptionMamba	InceptionMamba-S	46.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	301.0	47.5
InceptionMamba	InceptionMamba-B	83.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	421.0	48.1
ConvFormer	ConvFormer-S18	27.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	502.0	47.7
ConvNeXt	ConvNeXt-T	29.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	262.0	46.2
MA ViT	MA ViT-L	98.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	501.0	52.5
MA ViT	MA ViT-L	98.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	501.0	53.6
ConvNeXt V2	ConvNeXt V2-L	198.0	IN-1k : FCMAE : 1600	Mask R-CNN	COCO (train) : 36	875.0	54.4
UniConvNet	UniConvNet-N2	15.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	220.0	46.6
UniConvNet	UniConvNet-N2	15.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	220.0	48.4
NAT	NAT-T	28.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	258.0	47.7
LocalVMamba	LocalVMamba-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	414.0	48.4
LocalVMamba	LocalVMamba-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	414.0	49.9
NAT	NAT-S	51.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	330.0	48.4
S2AFormer	S2AFormer-mini	5.02	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	177.0	33.4
InceptionMamba	InceptionMamba-T	25.4	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	233.0	46.0
DAT	DAT-T	29.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	272.0	44.4
DAT	DAT-T	29.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	272.0	47.1
VMamba	VMamba-B	89.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	485.0	49.2
DAMamba	DAMamba-B	86.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	520.0	50.6
DAMamba	DAMamba-B	86.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	520.0	51.4
S2AFormer	S2AFormer-M	24.87	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	253.0	42.6
VMINet	VMINet-XS	7.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	189.0	38.9
FocalNet	FocalNet-T-LRF	28.6	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	268.0	46.1
FocalNet	FocalNet-T-LRF	28.6	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	268.0	48.0
GroupMamba	GroupMamba-T	23.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	279.0	47.6
ConvNeXt V2	ConvNeXt V2-B	89.0	IN-1k : FCMAE : 1600	Mask R-CNN	COCO (train) : 36	486.0	52.9
UniNeXt	UniNeXt-T	24.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	266.0	48.6
UniConvNet	UniConvNet-N3	19.7	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	239.0	47.0
UniConvNet	UniConvNet-N3	19.7	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	239.0	49.4
PlainMamba	PlainMamba-L3	50.5	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	696.0	46.8
InternImage	InternImage-B	97.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	501.0	48.8
InternImage	InternImage-B	97.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	501.0	50.3
Hiera	Hiera-B	52.0	IN-1k : MAE : 1600	Mask R-CNN	COCO (train) : 100	600.0	52.2
FractalMamba++	FractalMamba++ (M)	11.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	199.0	44.1
FractalMamba++	FractalMamba++ (M)	11.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	199.0	46.8
DAT++	DAT-T++	24.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	301.0	48.7
DAT++	DAT-T++	24.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	301.0	50.5
MA ViT	MA ViT-T	16.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	219.0	47.6
VSSD	VSSD-T	24.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	265.0	46.9
VSSD	VSSD-T	24.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	265.0	48.8
EfficientVMamba	EfficientVMamba-S	11.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	197.0	39.3
EfficientVMamba	EfficientVMamba-S	11.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	197.0	41.6
VSSD	VSSD-S	40.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	325.0	48.4
FocalNet	FocalNet-B-SRF	88.1	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	496.0	48.8
FocalNet	FocalNet-B-SRF	88.1	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	496.0	49.6
MambaOut	MambaOut-T	26.5	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	262.0	45.1
RMT	RMT-B	54.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	373.0	51.1
RMT	RMT-B	54.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	373.0	52.2
FocalNet	FocalNet-S-SRF	50.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	356.0	48.0
FocalNet	FocalNet-S-SRF	50.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	356.0	48.9
VSSD	VSSD-M	14.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	220.0	45.4
VSSD	VSSD-M	14.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	220.0	47.7
DAMamba	DAMamba-S	45.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	395.0	49.8
DAMamba	DAMamba-S	45.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	395.0	51.2
UniNeXt	UniNeXt-B	91.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	460.0	49.3
SSViT	SSViT-T	15.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	223.0	47.3
MA ViT	MA ViT-S	27.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	262.0	50.2
MA ViT	MA ViT-S	27.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	262.0	51.4
NAT	NAT-M	20.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	225.0	46.5
Iwin Transformer	Iwin-T	30.2	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	268.0	42.2
Iwin Transformer	Iwin-T	30.2	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	268.0	44.7
FocalNet	FocalNet-B-LRF	88.7	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	507.0	49.0
FocalNet	FocalNet-B-LRF	88.7	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	507.0	49.8
FocalNet	FocalNet-S-LRF	50.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	365.0	48.3
FocalNet	FocalNet-S-LRF	50.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	365.0	49.3
MambaOut	MambaOut-B	84.8	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	495.0	47.4
Swin	Swin-B	88.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 50	700.0	50.1
Mamba-Adaptor	Mamba-Adaptor-b2	32.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	259.0	47.3
Mamba-Adaptor	Mamba-Adaptor-b2	32.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	259.0	49.1
A2Mamba	A2Mamba-S	31.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	283.0	51.5
PlainMamba	PlainMamba-L1	7.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	388.0	44.1
SSViT	SSViT-S	27.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	266.0	51.2
SSViT	SSViT-S	27.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	266.0	49.4
CSWin	CSWin-T	23.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	279.0	46.7
CSWin	CSWin-T	23.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	279.0	49.0
Swin	Swin-L	197.0	IN-22k : Sup. : 90	Mask R-CNN	COCO (train) : 50	1100.0	52.4
DAMamba	DAMamba-T	26.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	284.0	48.5
DAMamba	DAMamba-T	26.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	284.0	50.4
EfficientVMamba	EfficientVMamba-T	6.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	60.0	35.6
EfficientVMamba	EfficientVMamba-T	6.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	60.0	38.3
CSWin	CSWin-S	35.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	342.0	47.9
CSWin	CSWin-S	35.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	342.0	50.0
InternImage	InternImage-T	30.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	270.0	47.2
InternImage	InternImage-T	30.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	270.0	49.1
MogaNet	MogaNet-S	25.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	272.0	46.7
S2AFormer	S2AFormer-XS	6.54	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	185.0	38.4
SSViT	SSViT-B	57.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	382.0	52.6
SSViT	SSViT-B	57.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	382.0	51.0
MogaNet	MogaNet-T	5.2	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	192.0	42.6
A2Mamba	A2Mamba-L	95.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	552.0	53.0
TransNeXt	TransNeXt-B	89.7	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	728.0	51.7
EfficientVMamba	EfficientVMamba-B	33.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	252.0	43.7
EfficientVMamba	EfficientVMamba-B	33.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	252.0	45.0
RMT	RMT-L	95.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	557.0	51.6
CSWin	CSWin-B	78.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	526.0	48.7
CSWin	CSWin-B	78.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	526.0	50.8
MogaNet	MogaNet-XT	3.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	185.0	40.7
UniNeXt	UniNeXt-S	51.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	333.0	49.0
Swin	Swin-B	88.0	IN-22k : Sup. : 90	Mask R-CNN	COCO (train) : 50	700.0	51.4
Hiera	Hiera-L	214.0	IN-1k : MAE : 1600	Mask R-CNN	COCO (train) : 100	1200.0	55.0
SSViT	SSViT-L	100.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	572.0	51.6
LocalVMamba	LocalVMamba-T	26.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	291.0	46.7
LocalVMamba	LocalVMamba-T	26.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	291.0	48.7
Iwin Transformer	Iwin-S	51.6	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	358.0	43.7
Iwin Transformer	Iwin-S	51.6	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	358.0	45.5
Swin	Swin-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	359.0	48.5
Mamba-Adaptor	Mamba-Adaptor-b1	7.8	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	218.0	43.2
Mamba-Adaptor	Mamba-Adaptor-b1	7.8	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	218.0	45.1
VMINet	VMINet-S	13.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	201.0	43.2
UniConvNet	UniConvNet-B	97.6	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	498.0	50.0
UniConvNet	UniConvNet-B	97.6	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	498.0	51.2
MA ViT	MA ViT-B	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	372.0	51.7
MA ViT	MA ViT-B	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	372.0	53.2
VMamba	VMamba-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	349.0	48.7
VMamba	VMamba-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	349.0	49.9
UniConvNet	UniConvNet-T	30.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	265.0	48.2
UniConvNet	UniConvNet-T	30.3	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	265.0	50.1
FocalNet	FocalNet-T-SRF	28.4	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	268.0	45.9
FocalNet	FocalNet-T-SRF	28.4	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	268.0	47.6
RMT	RMT-T	14.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	218.0	47.1
MogaNet	MogaNet-B	43.8	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	373.0	47.9
InternImage	InternImage-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	340.0	47.8
InternImage	InternImage-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	340.0	49.7
DAT++	DAT-S++	53.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	430.0	49.8
DAT++	DAT-S++	53.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	430.0	51.2
FractalMamba++	FractalMamba++ (T)	30.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	260.0	47.8
FractalMamba++	FractalMamba++ (T)	30.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	260.0	49.5
VMamba	VMamba-T	30.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	271.0	47.3
VMamba	VMamba-T	30.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	271.0	48.8
S2AFormer	S2AFormer-S	10.69	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	197.0	41.0
DAT	DAT-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	378.0	47.1
DAT	DAT-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	378.0	49.0
UniConvNet	UniConvNet-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	336.0	48.8
UniConvNet	UniConvNet-S	50.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	336.0	50.8
TransNeXt	TransNeXt-S	49.7	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	516.0	51.1
Hiera	Hiera-B+	70.0	IN-1k : MAE : 1600	Mask R-CNN	COCO (train) : 100	600.0	53.5
PlainMamba	PlainMamba-L2	25.7	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	542.0	46.0
S2AFormer	S2AFormer-T	5.8	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	182.0	37.6
RMT	RMT-S	27.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	262.0	49.0
RMT	RMT-S	27.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	262.0	50.7
A2Mamba	A2Mamba-B	51.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	410.0	52.7
VMINet	VMINet-B	28.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	276.0	44.5
ConvNeXt V2	ConvNeXt V2-H	660.0	IN-1k : FCMAE : 1600	Mask R-CNN	COCO (train) : 36	2525.0	55.7
MambaOut	MambaOut-S	48.5	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 12	354.0	47.4
Swin	Swin-T	29.0	IN-1k : Sup. : 300	Mask R-CNN	COCO (train) : 36	267.0	46.0

COCO (val)

family	model	pretrain	train	gflops	mAP^b	AP^b₅₀	AP^b₇₅	mAP^b_s	mAP^b_m	mAP^b_l
TransNeXt	TransNeXt-T	IN-1k : Sup. : 300	COCO (train) : 12	356.0	49.9	71.5	54.9	—	—	—
TransNeXt	TransNeXt-S	IN-1k : Sup. : 300	COCO (train) : 12	516.0	51.1	72.6	56.2	—	—	—
TransNeXt	TransNeXt-B	IN-1k : Sup. : 300	COCO (train) : 12	728.0	51.7	73.2	56.9	—	—	—
ConvNeXt	ConvNeXt-T	IN-1k : Sup. : 300	COCO (train) : 36	262.0	46.2	67.9	50.8	—	—	—
Swin	Swin-T	IN-1k : Sup. : 300	COCO (train) : 36	267.0	46.0	68.1	50.3	—	—	—
Swin	Swin-B	IN-1k : Sup. : 300	COCO (train) : 50	700.0	50.1	—	—	—	—	—
Swin	Swin-B	IN-22k : Sup. : 90	COCO (train) : 50	700.0	51.4	—	—	—	—	—
Swin	Swin-S	IN-1k : Sup. : 300	COCO (train) : 36	359.0	48.5	—	—	—	—	—
Swin	Swin-L	IN-22k : Sup. : 90	COCO (train) : 50	1100.0	52.4	—	—	—	—	—
ConvNeXt V2	ConvNeXt V2-H	IN-1k : FCMAE : 1600	COCO (train) : 36	2525.0	55.7	75.2	61.8	—	—	—
ConvNeXt V2	ConvNeXt V2-L	IN-1k : FCMAE : 1600	COCO (train) : 36	875.0	54.4	73.9	60.4	—	—	—
ConvNeXt V2	ConvNeXt V2-B	IN-1k : FCMAE : 1600	COCO (train) : 36	486.0	52.9	72.6	58.9	—	—	—
Hiera	Hiera-B	IN-1k : MAE : 1600	COCO (train) : 100	600.0	52.2	—	—	—	—	—
Hiera	Hiera-B+	IN-1k : MAE : 1600	COCO (train) : 100	600.0	53.5	—	—	—	—	—
Hiera	Hiera-L	IN-1k : MAE : 1600	COCO (train) : 100	1200.0	55.0	—	—	—	—	—
InternImage	InternImage-T	IN-1k : Sup. : 300	COCO (train) : 12	270.0	47.2	69.0	52.1	—	—	—
InternImage	InternImage-T	IN-1k : Sup. : 300	COCO (train) : 36	270.0	49.1	70.4	54.1	—	—	—
InternImage	InternImage-S	IN-1k : Sup. : 300	COCO (train) : 12	340.0	47.8	69.8	52.8	—	—	—
InternImage	InternImage-S	IN-1k : Sup. : 300	COCO (train) : 36	340.0	49.7	71.1	54.5	—	—	—
InternImage	InternImage-B	IN-1k : Sup. : 300	COCO (train) : 12	501.0	48.8	70.9	54.0	—	—	—
InternImage	InternImage-B	IN-1k : Sup. : 300	COCO (train) : 36	501.0	50.3	71.4	55.3	—	—	—
FocalNet	FocalNet-T-LRF	IN-1k : Sup. : 300	COCO (train) : 12	268.0	46.1	68.2	50.6	—	—	—
FocalNet	FocalNet-T-LRF	IN-1k : Sup. : 300	COCO (train) : 36	268.0	48.0	69.7	53.0	—	—	—
FocalNet	FocalNet-T-SRF	IN-1k : Sup. : 300	COCO (train) : 12	268.0	45.9	68.3	50.1	—	—	—
FocalNet	FocalNet-T-SRF	IN-1k : Sup. : 300	COCO (train) : 36	268.0	47.6	69.5	52.0	—	—	—
FocalNet	FocalNet-S-SRF	IN-1k : Sup. : 300	COCO (train) : 12	356.0	48.0	69.9	52.7	—	—	—
FocalNet	FocalNet-S-SRF	IN-1k : Sup. : 300	COCO (train) : 36	356.0	48.9	70.1	53.7	—	—	—
FocalNet	FocalNet-S-LRF	IN-1k : Sup. : 300	COCO (train) : 12	365.0	48.3	70.5	53.1	—	—	—
FocalNet	FocalNet-S-LRF	IN-1k : Sup. : 300	COCO (train) : 36	365.0	49.3	70.7	54.2	—	—	—
FocalNet	FocalNet-B-LRF	IN-1k : Sup. : 300	COCO (train) : 12	507.0	49.0	70.9	53.9	—	—	—
FocalNet	FocalNet-B-LRF	IN-1k : Sup. : 300	COCO (train) : 36	507.0	49.8	70.9	54.6	—	—	—
FocalNet	FocalNet-B-SRF	IN-1k : Sup. : 300	COCO (train) : 12	496.0	48.8	70.7	53.5	—	—	—
FocalNet	FocalNet-B-SRF	IN-1k : Sup. : 300	COCO (train) : 36	496.0	49.6	70.6	54.1	—	—	—
CSWin	CSWin-T	IN-1k : Sup. : 300	COCO (train) : 12	279.0	46.7	68.6	51.3	—	—	—
CSWin	CSWin-T	IN-1k : Sup. : 300	COCO (train) : 36	279.0	49.0	70.7	53.7	—	—	—
CSWin	CSWin-S	IN-1k : Sup. : 300	COCO (train) : 12	342.0	47.9	70.1	52.6	—	—	—
CSWin	CSWin-S	IN-1k : Sup. : 300	COCO (train) : 36	342.0	50.0	71.3	54.7	—	—	—
CSWin	CSWin-B	IN-1k : Sup. : 300	COCO (train) : 12	526.0	48.7	70.4	53.9	—	—	—
CSWin	CSWin-B	IN-1k : Sup. : 300	COCO (train) : 36	526.0	50.8	72.1	55.8	—	—	—
CAFormer	CAFormer-S18	IN-1k : Sup. : 300	COCO (train) : 36	508.0	48.6	70.5	53.4	—	—	—
ConvFormer	ConvFormer-S18	IN-1k : Sup. : 300	COCO (train) : 36	502.0	47.7	69.6	52.3	—	—	—
MogaNet	MogaNet-XT	IN-1k : Sup. : 300	COCO (train) : 12	185.0	40.7	62.3	44.4	—	—	—
MogaNet	MogaNet-T	IN-1k : Sup. : 300	COCO (train) : 12	192.0	42.6	64.0	46.4	—	—	—
MogaNet	MogaNet-S	IN-1k : Sup. : 300	COCO (train) : 12	272.0	46.7	68.0	51.3	—	—	—
MogaNet	MogaNet-B	IN-1k : Sup. : 300	COCO (train) : 12	373.0	47.9	70.0	52.7	—	—	—
VMamba	VMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	271.0	47.3	69.3	52.0	—	—	—
VMamba	VMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	271.0	48.8	70.4	53.5	—	—	—
VMamba	VMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	349.0	48.7	70.0	53.4	—	—	—
VMamba	VMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	349.0	49.9	70.9	54.7	—	—	—
VMamba	VMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	485.0	49.2	71.4	54.0	—	—	—
BiFormer	BiFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	None	47.8	69.8	52.3	—	—	—
BiFormer	BiFormer-B	IN-1k : Sup. : 300	COCO (train) : 12	None	48.6	70.5	53.8	—	—	—
MambaOut	MambaOut-T	IN-1k : Sup. : 300	COCO (train) : 12	262.0	45.1	67.3	49.6	—	—	—
MambaOut	MambaOut-S	IN-1k : Sup. : 300	COCO (train) : 12	354.0	47.4	69.1	52.4	—	—	—
MambaOut	MambaOut-B	IN-1k : Sup. : 300	COCO (train) : 12	495.0	47.4	69.3	52.2	—	—	—
GroupMamba	GroupMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	279.0	47.6	69.8	52.1	—	—	—
PlainMamba	PlainMamba-L1	IN-1k : Sup. : 300	COCO (train) : 12	388.0	44.1	64.8	47.9	—	—	—
PlainMamba	PlainMamba-L2	IN-1k : Sup. : 300	COCO (train) : 12	542.0	46.0	66.9	50.1	—	—	—
PlainMamba	PlainMamba-L3	IN-1k : Sup. : 300	COCO (train) : 12	696.0	46.8	68.0	51.1	—	—	—
LocalVMamba	LocalVMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	291.0	46.7	68.7	50.8	—	—	—
LocalVMamba	LocalVMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	291.0	48.7	70.1	53.0	—	—	—
LocalVMamba	LocalVMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	414.0	48.4	69.9	52.7	—	—	—
LocalVMamba	LocalVMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	414.0	49.9	70.5	54.4	—	—	—
EfficientVMamba	EfficientVMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	60.0	35.6	57.7	38.0	—	—	—
EfficientVMamba	EfficientVMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	60.0	38.3	60.3	41.6	—	—	—
EfficientVMamba	EfficientVMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	197.0	39.3	61.8	42.6	—	—	—
EfficientVMamba	EfficientVMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	197.0	41.6	63.9	45.6	—	—	—
EfficientVMamba	EfficientVMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	252.0	43.7	66.2	47.9	—	—	—
EfficientVMamba	EfficientVMamba-B	IN-1k : Sup. : 300	COCO (train) : 36	252.0	45.0	66.9	49.2	—	—	—
DAMamba	DAMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	284.0	48.5	70.3	53.3	—	—	—
DAMamba	DAMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	284.0	50.4	71.4	55.5	—	—	—
DAMamba	DAMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	395.0	49.8	71.2	54.7	—	—	—
DAMamba	DAMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	395.0	51.2	72.1	56.1	—	—	—
DAMamba	DAMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	520.0	50.6	71.9	55.5	—	—	—
DAMamba	DAMamba-B	IN-1k : Sup. : 300	COCO (train) : 36	520.0	51.4	72.3	56.4	—	—	—
VSSD	VSSD-M	IN-1k : Sup. : 300	COCO (train) : 12	220.0	45.4	67.5	49.8	—	—	—
VSSD	VSSD-M	IN-1k : Sup. : 300	COCO (train) : 36	220.0	47.7	69.7	52.1	—	—	—
VSSD	VSSD-T	IN-1k : Sup. : 300	COCO (train) : 12	265.0	46.9	69.4	51.4	—	—	—
VSSD	VSSD-T	IN-1k : Sup. : 300	COCO (train) : 36	265.0	48.8	70.4	53.4	—	—	—
VSSD	VSSD-S	IN-1k : Sup. : 300	COCO (train) : 12	325.0	48.4	70.1	53.1	—	—	—
RMT	RMT-T	IN-1k : Sup. : 300	COCO (train) : 12	218.0	47.1	68.8	51.7	—	—	—
RMT	RMT-S	IN-1k : Sup. : 300	COCO (train) : 12	262.0	49.0	70.8	53.9	—	—	—
RMT	RMT-S	IN-1k : Sup. : 300	COCO (train) : 36	262.0	50.7	71.9	55.6	—	—	—
RMT	RMT-B	IN-1k : Sup. : 300	COCO (train) : 12	373.0	51.1	72.5	56.1	—	—	—
RMT	RMT-B	IN-1k : Sup. : 300	COCO (train) : 36	373.0	52.2	72.9	57.0	—	—	—
RMT	RMT-L	IN-1k : Sup. : 300	COCO (train) : 12	557.0	51.6	73.1	56.5	—	—	—
DAT++	DAT-T++	IN-1k : Sup. : 300	COCO (train) : 12	301.0	48.7	70.9	53.7	32.8	52.4	63.5
DAT++	DAT-T++	IN-1k : Sup. : 300	COCO (train) : 36	301.0	50.5	71.9	55.7	35.0	54.3	65.3
DAT++	DAT-S++	IN-1k : Sup. : 300	COCO (train) : 12	430.0	49.8	71.9	54.6	33.8	53.9	64.4
DAT++	DAT-S++	IN-1k : Sup. : 300	COCO (train) : 36	430.0	51.2	72.6	56.3	35.8	55.4	65.6
FAN	FAN-T-Hybrid	IN-1k : Sup. : 300	COCO (train) : 36	None	45.8	—	—	—	—	—
FAN	FAN-S-Hybrid	IN-1k : Sup. : 300	COCO (train) : 36	None	49.1	—	—	—	—	—
DAT	DAT-T	IN-1k : Sup. : 300	COCO (train) : 12	272.0	44.4	67.6	48.5	28.3	47.5	58.5
DAT	DAT-T	IN-1k : Sup. : 300	COCO (train) : 36	272.0	47.1	69.2	51.6	32.0	50.3	61.0
DAT	DAT-S	IN-1k : Sup. : 300	COCO (train) : 12	378.0	47.1	69.9	51.5	30.5	50.1	62.1
DAT	DAT-S	IN-1k : Sup. : 300	COCO (train) : 36	378.0	49.0	70.9	53.8	32.7	52.6	64.0
NAT	NAT-M	IN-1k : Sup. : 300	COCO (train) : 36	225.0	46.5	68.1	51.3	—	—	—
NAT	NAT-T	IN-1k : Sup. : 300	COCO (train) : 36	258.0	47.7	69.0	52.6	—	—	—
NAT	NAT-S	IN-1k : Sup. : 300	COCO (train) : 36	330.0	48.4	69.8	53.2	—	—	—
SSViT	SSViT-T	IN-1k : Sup. : 300	COCO (train) : 12	223.0	47.3	69.1	51.7	—	—	—
SSViT	SSViT-S	IN-1k : Sup. : 300	COCO (train) : 36	266.0	51.2	72.0	56.0	—	—	—
SSViT	SSViT-S	IN-1k : Sup. : 300	COCO (train) : 12	266.0	49.4	70.8	54.1	—	—	—
SSViT	SSViT-B	IN-1k : Sup. : 300	COCO (train) : 36	382.0	52.6	73.2	57.7	—	—	—
SSViT	SSViT-B	IN-1k : Sup. : 300	COCO (train) : 12	382.0	51.0	72.5	55.8	—	—	—
SSViT	SSViT-L	IN-1k : Sup. : 300	COCO (train) : 12	572.0	51.6	72.9	56.6	—	—	—
Iwin Transformer	Iwin-T	IN-1k : Sup. : 300	COCO (train) : 12	268.0	42.2	65.3	45.8	—	—	—
Iwin Transformer	Iwin-T	IN-1k : Sup. : 300	COCO (train) : 36	268.0	44.7	67.2	48.8	—	—	—
Iwin Transformer	Iwin-S	IN-1k : Sup. : 300	COCO (train) : 12	358.0	43.7	67.0	47.4	—	—	—
Iwin Transformer	Iwin-S	IN-1k : Sup. : 300	COCO (train) : 36	358.0	45.5	67.5	49.6	—	—	—
MA ViT	MA ViT-T	IN-1k : Sup. : 300	COCO (train) : 12	219.0	47.6	69.5	52.5	—	—	—
MA ViT	MA ViT-S	IN-1k : Sup. : 300	COCO (train) : 12	262.0	50.2	71.7	55.3	—	—	—
MA ViT	MA ViT-S	IN-1k : Sup. : 300	COCO (train) : 36	262.0	51.4	72.6	56.2	—	—	—
MA ViT	MA ViT-B	IN-1k : Sup. : 300	COCO (train) : 12	372.0	51.7	73.3	57.0	—	—	—
MA ViT	MA ViT-B	IN-1k : Sup. : 300	COCO (train) : 36	372.0	53.2	74.1	58.5	—	—	—
MA ViT	MA ViT-L	IN-1k : Sup. : 300	COCO (train) : 12	501.0	52.5	73.6	57.8	—	—	—
MA ViT	MA ViT-L	IN-1k : Sup. : 300	COCO (train) : 36	501.0	53.6	74.3	58.7	—	—	—
UniConvNet	UniConvNet-N2	IN-1k : Sup. : 300	COCO (train) : 12	220.0	46.6	68.0	51.3	—	—	—
UniConvNet	UniConvNet-N2	IN-1k : Sup. : 300	COCO (train) : 36	220.0	48.4	69.7	53.2	—	—	—
UniConvNet	UniConvNet-N3	IN-1k : Sup. : 300	COCO (train) : 12	239.0	47.0	68.6	51.8	—	—	—
UniConvNet	UniConvNet-N3	IN-1k : Sup. : 300	COCO (train) : 36	239.0	49.4	70.7	54.4	—	—	—
UniConvNet	UniConvNet-T	IN-1k : Sup. : 300	COCO (train) : 12	265.0	48.2	69.8	52.9	—	—	—
UniConvNet	UniConvNet-T	IN-1k : Sup. : 300	COCO (train) : 36	265.0	50.1	71.0	54.8	—	—	—
UniConvNet	UniConvNet-S	IN-1k : Sup. : 300	COCO (train) : 12	336.0	48.8	70.4	53.4	—	—	—
UniConvNet	UniConvNet-S	IN-1k : Sup. : 300	COCO (train) : 36	336.0	50.8	71.6	55.6	—	—	—
UniConvNet	UniConvNet-B	IN-1k : Sup. : 300	COCO (train) : 12	498.0	50.0	71.7	55.3	—	—	—
UniConvNet	UniConvNet-B	IN-1k : Sup. : 300	COCO (train) : 36	498.0	51.2	72.2	56.1	—	—	—
A2Mamba	A2Mamba-S	IN-1k : Sup. : 300	COCO (train) : 36	283.0	51.5	—	—	—	—	—
A2Mamba	A2Mamba-B	IN-1k : Sup. : 300	COCO (train) : 36	410.0	52.7	—	—	—	—	—
A2Mamba	A2Mamba-L	IN-1k : Sup. : 300	COCO (train) : 36	552.0	53.0	—	—	—	—	—
FractalMamba++	FractalMamba++ (T)	IN-1k : Sup. : 300	COCO (train) : 12	260.0	47.8	69.8	52.5	—	—	—
FractalMamba++	FractalMamba++ (T)	IN-1k : Sup. : 300	COCO (train) : 36	260.0	49.5	71.0	54.6	—	—	—
FractalMamba++	FractalMamba++ (M)	IN-1k : Sup. : 300	COCO (train) : 12	199.0	44.1	66.2	48.0	—	—	—
FractalMamba++	FractalMamba++ (M)	IN-1k : Sup. : 300	COCO (train) : 36	199.0	46.8	68.5	51.3	—	—	—
InceptionMamba	InceptionMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	233.0	46.0	—	—	—	—	—
InceptionMamba	InceptionMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	301.0	47.5	—	—	—	—	—
InceptionMamba	InceptionMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	421.0	48.1	—	—	—	—	—
S2AFormer	S2AFormer-mini	IN-1k : Sup. : 300	COCO (train) : 12	177.0	33.4	55.4	35.2	—	—	—
S2AFormer	S2AFormer-T	IN-1k : Sup. : 300	COCO (train) : 12	182.0	37.6	59.8	40.6	—	—	—
S2AFormer	S2AFormer-XS	IN-1k : Sup. : 300	COCO (train) : 12	185.0	38.4	60.2	41.5	—	—	—
S2AFormer	S2AFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	197.0	41.0	62.5	45.0	—	—	—
S2AFormer	S2AFormer-M	IN-1k : Sup. : 300	COCO (train) : 12	253.0	42.6	64.5	46.9	—	—	—
VMINet	VMINet-XS	IN-1k : Sup. : 300	COCO (train) : 12	189.0	38.9	61.9	42.4	—	—	—
VMINet	VMINet-S	IN-1k : Sup. : 300	COCO (train) : 12	201.0	43.2	65.3	47.3	—	—	—
VMINet	VMINet-B	IN-1k : Sup. : 300	COCO (train) : 12	276.0	44.5	66.7	48.6	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b1	IN-1k : Sup. : 300	COCO (train) : 12	218.0	43.2	65.5	47.7	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b1	IN-1k : Sup. : 300	COCO (train) : 36	218.0	45.1	67.2	49.4	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b2	IN-1k : Sup. : 300	COCO (train) : 12	259.0	47.3	69.8	52.3	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b2	IN-1k : Sup. : 300	COCO (train) : 36	259.0	49.1	71.5	54.1	—	—	—
UniNeXt	UniNeXt-T	IN-1k : Sup. : 300	COCO (train) : 12	266.0	48.6	70.6	53.4	—	—	—
UniNeXt	UniNeXt-S	IN-1k : Sup. : 300	COCO (train) : 12	333.0	49.0	71.3	54.1	—	—	—
UniNeXt	UniNeXt-B	IN-1k : Sup. : 300	COCO (train) : 12	460.0	49.3	71.4	54.1	—	—	—

COCO (val)

family	model	pretrain	train	gflops	mAP^m	AP^m₅₀	AP^m₇₅	mAP^m_s	mAP^m_m	mAP^m_l
TransNeXt	TransNeXt-T	IN-1k : Sup. : 300	COCO (train) : 12	356.0	44.6	68.6	48.1	—	—	—
TransNeXt	TransNeXt-S	IN-1k : Sup. : 300	COCO (train) : 12	516.0	45.5	69.8	49.1	—	—	—
TransNeXt	TransNeXt-B	IN-1k : Sup. : 300	COCO (train) : 12	728.0	45.9	70.5	49.7	—	—	—
ConvNeXt	ConvNeXt-T	IN-1k : Sup. : 300	COCO (train) : 36	262.0	41.7	65.0	44.9	—	—	—
Swin	Swin-T	IN-1k : Sup. : 300	COCO (train) : 36	267.0	41.6	65.1	44.9	—	—	—
Swin	Swin-B	IN-1k : Sup. : 300	COCO (train) : 50	600.0	44.5	—	—	—	—	—
Swin	Swin-B	IN-22k : Sup. : 90	COCO (train) : 50	700.0	45.4	—	—	—	—	—
Swin	Swin-S	IN-1k : Sup. : 300	COCO (train) : 36	359.0	43.3	—	—	—	—	—
Swin	Swin-L	IN-22k : Sup. : 90	COCO (train) : 50	1100.0	46.2	—	—	—	—	—
ConvNeXt V2	ConvNeXt V2-H	IN-1k : FCMAE : 1600	COCO (train) : 36	2525.0	48.9	72.8	53.6	—	—	—
ConvNeXt V2	ConvNeXt V2-L	IN-1k : FCMAE : 1600	COCO (train) : 36	875.0	47.7	71.4	52.3	—	—	—
ConvNeXt V2	ConvNeXt V2-B	IN-1k : FCMAE : 1600	COCO (train) : 36	486.0	46.6	70.0	51.1	—	—	—
Hiera	Hiera-B	IN-1k : MAE : 1600	COCO (train) : 100	600.0	46.3	—	—	—	—	—
Hiera	Hiera-B+	IN-1k : MAE : 1600	COCO (train) : 100	600.0	47.3	—	—	—	—	—
Hiera	Hiera-L	IN-1k : MAE : 1600	COCO (train) : 100	1200.0	48.6	—	—	—	—	—
InternImage	InternImage-T	IN-1k : Sup. : 300	COCO (train) : 12	270.0	42.5	66.1	45.8	—	—	—
InternImage	InternImage-T	IN-1k : Sup. : 300	COCO (train) : 36	270.0	43.7	67.3	47.3	—	—	—
InternImage	InternImage-S	IN-1k : Sup. : 300	COCO (train) : 12	340.0	43.3	67.1	46.7	—	—	—
InternImage	InternImage-S	IN-1k : Sup. : 300	COCO (train) : 36	340.0	44.5	68.5	47.8	—	—	—
InternImage	InternImage-B	IN-1k : Sup. : 300	COCO (train) : 12	501.0	44.0	67.8	47.4	—	—	—
InternImage	InternImage-B	IN-1k : Sup. : 300	COCO (train) : 36	501.0	44.8	68.7	48.0	—	—	—
FocalNet	FocalNet-T-LRF	IN-1k : Sup. : 300	COCO (train) : 12	268.0	41.5	65.1	44.5	—	—	—
FocalNet	FocalNet-T-LRF	IN-1k : Sup. : 300	COCO (train) : 36	268.0	42.9	66.5	46.1	—	—	—
FocalNet	FocalNet-T-SRF	IN-1k : Sup. : 300	COCO (train) : 36	268.0	41.3	65.0	44.3	—	—	—
FocalNet	FocalNet-T-SRF	IN-1k : Sup. : 300	COCO (train) : 36	268.0	42.6	66.5	45.6	—	—	—
FocalNet	FocalNet-S-SRF	IN-1k : Sup. : 300	COCO (train) : 12	356.0	42.7	67.1	45.7	—	—	—
FocalNet	FocalNet-S-SRF	IN-1k : Sup. : 300	COCO (train) : 36	356.0	43.6	67.1	47.1	—	—	—
FocalNet	FocalNet-S-LRF	IN-1k : Sup. : 300	COCO (train) : 12	365.0	43.1	67.4	46.2	—	—	—
FocalNet	FocalNet-S-LRF	IN-1k : Sup. : 300	COCO (train) : 36	365.0	43.8	67.9	47.4	—	—	—
FocalNet	FocalNet-B-LRF	IN-1k : Sup. : 300	COCO (train) : 12	507.0	43.5	67.9	46.7	—	—	—
FocalNet	FocalNet-B-LRF	IN-1k : Sup. : 300	COCO (train) : 36	507.0	44.1	68.2	47.2	—	—	—
FocalNet	FocalNet-B-SRF	IN-1k : Sup. : 300	COCO (train) : 12	496.0	43.3	67.5	46.5	—	—	—
FocalNet	FocalNet-B-SRF	IN-1k : Sup. : 300	COCO (train) : 36	496.0	44.1	68.0	47.2	—	—	—
CSWin	CSWin-T	IN-1k : Sup. : 300	COCO (train) : 12	279.0	42.2	65.6	45.4	—	—	—
CSWin	CSWin-T	IN-1k : Sup. : 300	COCO (train) : 36	279.0	43.6	67.9	46.6	—	—	—
CSWin	CSWin-S	IN-1k : Sup. : 300	COCO (train) : 12	342.0	43.2	67.1	46.2	—	—	—
CSWin	CSWin-S	IN-1k : Sup. : 300	COCO (train) : 36	342.0	44.5	68.4	47.7	—	—	—
CSWin	CSWin-B	IN-1k : Sup. : 300	COCO (train) : 12	526.0	43.9	67.8	47.3	—	—	—
CSWin	CSWin-B	IN-1k : Sup. : 300	COCO (train) : 36	526.0	44.9	69.1	48.3	—	—	—
CAFormer	CAFormer-S18	IN-1k : Sup. : 300	COCO (train) : 36	508.0	43.7	67.5	47.4	—	—	—
ConvFormer	ConvFormer-S18	IN-1k : Sup. : 300	COCO (train) : 36	502.0	42.6	66.3	45.9	—	—	—
MogaNet	MogaNet-XT	IN-1k : Sup. : 300	COCO (train) : 12	185.0	37.6	59.6	40.2	—	—	—
MogaNet	MogaNet-T	IN-1k : Sup. : 300	COCO (train) : 12	192.0	39.1	61.3	42.0	—	—	—
MogaNet	MogaNet-S	IN-1k : Sup. : 300	COCO (train) : 12	272.0	42.2	65.4	45.5	—	—	—
MogaNet	MogaNet-B	IN-1k : Sup. : 300	COCO (train) : 12	373.0	43.2	67.0	46.6	—	—	—
VMamba	VMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	271.0	42.7	66.4	45.9	—	—	—
VMamba	VMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	271.0	43.7	67.4	47.0	—	—	—
VMamba	VMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	349.0	43.7	67.3	47.0	—	—	—
VMamba	VMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	349.0	44.2	68.2	47.7	—	—	—
VMamba	VMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	485.0	44.1	68.3	47.7	—	—	—
BiFormer	BiFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	None	43.2	66.8	46.5	—	—	—
BiFormer	BiFormer-B	IN-1k : Sup. : 300	COCO (train) : 12	None	43.7	67.6	47.1	—	—	—
MambaOut	MambaOut-T	IN-1k : Sup. : 300	COCO (train) : 12	262.0	41.0	64.1	44.1	—	—	—
MambaOut	MambaOut-S	IN-1k : Sup. : 300	COCO (train) : 12	354.0	42.7	66.1	46.2	—	—	—
MambaOut	MambaOut-B	IN-1k : Sup. : 300	COCO (train) : 12	495.0	43.0	66.4	46.3	—	—	—
GroupMamba	GroupMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	279.0	42.9	66.5	46.3	—	—	—
PlainMamba	PlainMamba-L1	IN-1k : Sup. : 300	COCO (train) : 12	388.0	39.1	61.6	41.9	—	—	—
PlainMamba	PlainMamba-L2	IN-1k : Sup. : 300	COCO (train) : 12	542.0	40.6	63.8	43.6	—	—	—
PlainMamba	PlainMamba-L3	IN-1k : Sup. : 300	COCO (train) : 12	696.0	41.2	64.7	43.9	—	—	—
LocalVMamba	LocalVMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	291.0	42.2	65.7	45.5	—	—	—
LocalVMamba	LocalVMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	291.0	43.4	67.0	46.4	—	—	—
LocalVMamba	LocalVMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	414.0	43.2	66.7	46.5	—	—	—
LocalVMamba	LocalVMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	414.0	44.1	67.8	47.4	—	—	—
EfficientVMamba	EfficientVMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	60.0	33.2	54.4	35.1	—	—	—
EfficientVMamba	EfficientVMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	60.0	35.3	57.2	37.6	—	—	—
EfficientVMamba	EfficientVMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	197.0	36.7	58.9	39.2	—	—	—
EfficientVMamba	EfficientVMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	197.0	38.2	60.8	40.7	—	—	—
EfficientVMamba	EfficientVMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	252.0	40.2	63.3	42.9	—	—	—
EfficientVMamba	EfficientVMamba-B	IN-1k : Sup. : 300	COCO (train) : 36	252.0	40.8	64.1	43.7	—	—	—
DAMamba	DAMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	284.0	43.4	67.2	46.7	—	—	—
DAMamba	DAMamba-T	IN-1k : Sup. : 300	COCO (train) : 36	284.0	44.8	68.6	48.6	—	—	—
DAMamba	DAMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	395.0	44.5	68.4	48.2	—	—	—
DAMamba	DAMamba-S	IN-1k : Sup. : 300	COCO (train) : 36	395.0	45.1	69.2	49.1	—	—	—
DAMamba	DAMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	520.0	44.9	68.9	48.7	—	—	—
DAMamba	DAMamba-B	IN-1k : Sup. : 300	COCO (train) : 36	520.0	45.3	69.5	48.9	—	—	—
VSSD	VSSD-M	IN-1k : Sup. : 300	COCO (train) : 12	220.0	41.3	64.5	44.6	—	—	—
VSSD	VSSD-M	IN-1k : Sup. : 300	COCO (train) : 36	220.0	42.8	66.5	46.0	—	—	—
VSSD	VSSD-T	IN-1k : Sup. : 300	COCO (train) : 12	265.0	42.6	66.4	45.9	—	—	—
VSSD	VSSD-T	IN-1k : Sup. : 300	COCO (train) : 36	265.0	43.6	67.6	46.9	—	—	—
VSSD	VSSD-S	IN-1k : Sup. : 300	COCO (train) : 12	325.0	43.5	67.2	47.1	—	—	—
RMT	RMT-T	IN-1k : Sup. : 300	COCO (train) : 12	218.0	42.6	65.8	45.9	—	—	—
RMT	RMT-S	IN-1k : Sup. : 300	COCO (train) : 12	262.0	43.9	67.8	47.4	—	—	—
RMT	RMT-S	IN-1k : Sup. : 300	COCO (train) : 36	262.0	44.9	69.1	48.4	—	—	—
RMT	RMT-B	IN-1k : Sup. : 300	COCO (train) : 12	373.0	45.5	69.7	49.3	—	—	—
RMT	RMT-B	IN-1k : Sup. : 300	COCO (train) : 36	373.0	46.1	70.4	49.9	—	—	—
RMT	RMT-L	IN-1k : Sup. : 300	COCO (train) : 12	557.0	45.9	70.3	49.8	—	—	—
DAT++	DAT-T++	IN-1k : Sup. : 300	COCO (train) : 12	301.0	43.7	67.9	47.3	24.5	47.4	62.4
DAT++	DAT-T++	IN-1k : Sup. : 300	COCO (train) : 36	301.0	45.1	69.2	48.7	26.7	48.5	64.0
DAT++	DAT-S++	IN-1k : Sup. : 300	COCO (train) : 12	430.0	44.5	68.7	48.2	25.0	48.0	63.3
DAT++	DAT-S++	IN-1k : Sup. : 300	COCO (train) : 36	430.0	45.7	69.9	49.7	27.6	49.2	64.3
DAT	DAT-T	IN-1k : Sup. : 300	COCO (train) : 12	272.0	40.4	64.2	43.1	23.9	43.8	55.5
DAT	DAT-T	IN-1k : Sup. : 300	COCO (train) : 36	272.0	42.4	66.1	45.5	27.2	45.8	57.1
DAT	DAT-S	IN-1k : Sup. : 300	COCO (train) : 12	378.0	42.5	66.7	45.4	25.5	45.8	58.5
DAT	DAT-S	IN-1k : Sup. : 300	COCO (train) : 36	378.0	44.0	68.0	47.5	27.8	47.7	59.5
NAT	NAT-M	IN-1k : Sup. : 300	COCO (train) : 36	225.0	41.7	65.2	44.7	—	—	—
NAT	NAT-T	IN-1k : Sup. : 300	COCO (train) : 36	258.0	42.6	66.1	45.9	—	—	—
NAT	NAT-S	IN-1k : Sup. : 300	COCO (train) : 36	330.0	43.2	66.9	46.5	—	—	—
SSViT	SSViT-T	IN-1k : Sup. : 300	COCO (train) : 12	223.0	42.6	66.2	45.8	—	—	—
SSViT	SSViT-S	IN-1k : Sup. : 300	COCO (train) : 36	266.0	45.4	69.7	49.0	—	—	—
SSViT	SSViT-S	IN-1k : Sup. : 300	COCO (train) : 12	266.0	44.0	67.7	47.3	—	—	—
SSViT	SSViT-B	IN-1k : Sup. : 300	COCO (train) : 36	382.0	46.4	70.9	50.3	—	—	—
SSViT	SSViT-B	IN-1k : Sup. : 300	COCO (train) : 12	382.0	45.4	69.7	48.9	—	—	—
SSViT	SSViT-L	IN-1k : Sup. : 300	COCO (train) : 12	572.0	46.0	70.1	49.8	—	—	—
Iwin Transformer	Iwin-T	IN-1k : Sup. : 300	COCO (train) : 12	268.0	38.9	62.1	41.6	—	—	—
Iwin Transformer	Iwin-T	IN-1k : Sup. : 300	COCO (train) : 36	268.0	40.9	64.1	43.6	—	—	—
Iwin Transformer	Iwin-S	IN-1k : Sup. : 300	COCO (train) : 12	358.0	40.0	63.9	42.5	—	—	—
Iwin Transformer	Iwin-S	IN-1k : Sup. : 300	COCO (train) : 36	358.0	41.0	64.3	44.0	—	—	—
MA ViT	MA ViT-T	IN-1k : Sup. : 300	COCO (train) : 12	219.0	42.9	66.5	46.4	—	—	—
MA ViT	MA ViT-S	IN-1k : Sup. : 300	COCO (train) : 12	262.0	44.7	68.7	47.9	—	—	—
MA ViT	MA ViT-S	IN-1k : Sup. : 300	COCO (train) : 36	262.0	45.5	69.8	49.2	—	—	—
MA ViT	MA ViT-B	IN-1k : Sup. : 300	COCO (train) : 12	372.0	46.1	70.6	50.1	—	—	—
MA ViT	MA ViT-B	IN-1k : Sup. : 300	COCO (train) : 36	372.0	47.0	71.5	51.1	—	—	—
MA ViT	MA ViT-L	IN-1k : Sup. : 300	COCO (train) : 12	501.0	46.5	71.0	50.6	—	—	—
MA ViT	MA ViT-L	IN-1k : Sup. : 300	COCO (train) : 36	501.0	47.2	71.5	51.4	—	—	—
UniConvNet	UniConvNet-N2	IN-1k : Sup. : 300	COCO (train) : 12	220.0	41.9	65.1	45.2	—	—	—
UniConvNet	UniConvNet-N2	IN-1k : Sup. : 300	COCO (train) : 36	220.0	43.2	66.7	46.4	—	—	—
UniConvNet	UniConvNet-N3	IN-1k : Sup. : 300	COCO (train) : 12	239.0	42.4	65.6	45.7	—	—	—
UniConvNet	UniConvNet-N3	IN-1k : Sup. : 300	COCO (train) : 36	239.0	44.2	67.9	47.5	—	—	—
UniConvNet	UniConvNet-T	IN-1k : Sup. : 300	COCO (train) : 12	265.0	43.3	66.6	45.7	—	—	—
UniConvNet	UniConvNet-T	IN-1k : Sup. : 300	COCO (train) : 36	265.0	44.5	68.4	48.0	—	—	—
UniConvNet	UniConvNet-S	IN-1k : Sup. : 300	COCO (train) : 12	336.0	43.8	67.4	47.3	—	—	—
UniConvNet	UniConvNet-S	IN-1k : Sup. : 300	COCO (train) : 36	336.0	45.2	69.3	48.9	—	—	—
UniConvNet	UniConvNet-B	IN-1k : Sup. : 300	COCO (train) : 12	498.0	45.0	69.0	48.5	—	—	—
UniConvNet	UniConvNet-B	IN-1k : Sup. : 300	COCO (train) : 36	498.0	45.6	69.6	49.2	—	—	—
A2Mamba	A2Mamba-S	IN-1k : Sup. : 300	COCO (train) : 36	283.0	45.3	—	—	—	—	—
A2Mamba	A2Mamba-B	IN-1k : Sup. : 300	COCO (train) : 36	410.0	46.8	—	—	—	—	—
A2Mamba	A2Mamba-L	IN-1k : Sup. : 300	COCO (train) : 36	552.0	46.8	—	—	—	—	—
FractalMamba++	FractalMamba++ (T)	IN-1k : Sup. : 300	COCO (train) : 12	260.0	43.2	66.8	46.6	—	—	—
FractalMamba++	FractalMamba++ (T)	IN-1k : Sup. : 300	COCO (train) : 36	260.0	44.1	67.9	47.5	—	—	—
FractalMamba++	FractalMamba++ (M)	IN-1k : Sup. : 300	COCO (train) : 12	199.0	40.3	63.2	43.4	—	—	—
FractalMamba++	FractalMamba++ (M)	IN-1k : Sup. : 300	COCO (train) : 36	199.0	42.2	65.4	45.3	—	—	—
InceptionMamba	InceptionMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	233.0	41.8	—	—	—	—	—
InceptionMamba	InceptionMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	301.0	42.6	—	—	—	—	—
InceptionMamba	InceptionMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	421.0	43.1	—	—	—	—	—
S2AFormer	S2AFormer-mini	IN-1k : Sup. : 300	COCO (train) : 12	177.0	31.7	52.5	33.3	—	—	—
S2AFormer	S2AFormer-T	IN-1k : Sup. : 300	COCO (train) : 12	182.0	35.4	57.2	37.6	—	—	—
S2AFormer	S2AFormer-XS	IN-1k : Sup. : 300	COCO (train) : 12	185.0	35.8	57.3	38.1	—	—	—
S2AFormer	S2AFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	197.0	37.6	59.7	40.3	—	—	—
S2AFormer	S2AFormer-M	IN-1k : Sup. : 300	COCO (train) : 12	253.0	39.3	62.0	41.7	—	—	—
VMINet	VMINet-XS	IN-1k : Sup. : 300	COCO (train) : 12	189.0	36.4	58.7	38.8	—	—	—
VMINet	VMINet-S	IN-1k : Sup. : 300	COCO (train) : 12	201.0	39.3	62.2	42.3	—	—	—
VMINet	VMINet-B	IN-1k : Sup. : 300	COCO (train) : 12	276.0	40.5	63.7	43.7	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b1	IN-1k : Sup. : 300	COCO (train) : 12	218.0	39.5	60.1	42.7	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b1	IN-1k : Sup. : 300	COCO (train) : 36	218.0	41.2	61.9	43.8	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b2	IN-1k : Sup. : 300	COCO (train) : 12	259.0	43.4	66.9	46.4	—	—	—
Mamba-Adaptor	Mamba-Adaptor-b2	IN-1k : Sup. : 300	COCO (train) : 36	259.0	44.8	67.3	48.3	—	—	—
UniNeXt	UniNeXt-T	IN-1k : Sup. : 300	COCO (train) : 12	266.0	43.4	67.6	46.7	—	—	—
UniNeXt	UniNeXt-S	IN-1k : Sup. : 300	COCO (train) : 12	333.0	43.7	68.0	46.9	—	—	—
UniNeXt	UniNeXt-B	IN-1k : Sup. : 300	COCO (train) : 12	460.0	43.9	68.3	47.3	—	—	—