Heedless Backbones

RetinaNet

Paper | GitHub

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Object Detection

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COCO (val)

COCO (test)

PASCAL VOC 2007 (val)

PASCAL VOC 2007 (test)

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mAP

AP₅₀

AP₇₅

mAP_s

mAP_m

mAP_l

GFLOPs

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Parameters (M)

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GFLOPs

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Family

Pretrain Dataset

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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
MA ViT	MA ViT-S	27.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	244.0	48.3
UniConvNet	UniConvNet-P2	7.6	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	16.8	42.2
L2ViT	L2ViT-S	50.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	341.0	46.2
S2AFormer	S2AFormer-M	24.87	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	234.0	41.7
S2AFormer	S2AFormer-S	10.69	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	178.0	40.0
SSViT	SSViT-T	15.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	205.0	45.6
MogaNet	MogaNet-T	5.2	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	173.0	41.4
MA ViT	MA ViT-T	16.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	201.0	45.6
RMT	RMT-T	14.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	199.0	45.1
CMT	CMT-S	25.14	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	231.0	44.3
HAT-Net	HAT-Net-Small	25.7	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	286.0	44.8
DAT++	DAT-T++	24.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	283.0	46.8
DAT++	DAT-T++	24.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	283.0	49.2
SepViT	SepViT-T	31.2	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	243.0	44.8
SepViT	SepViT-T	31.2	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	243.0	46.8
RMT	RMT-B	54.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	355.0	49.1
S2AFormer	S2AFormer-mini	5.02	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	159.0	33.4
SSViT	SSViT-L	100.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	553.0	50.0
SepViT	SepViT-S	46.6	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	302.0	46.4
SepViT	SepViT-S	46.6	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	302.0	47.9
DAT	DAT-S	50.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	359.0	45.7
DAT	DAT-S	50.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	359.0	47.9
DAT++	DAT-S++	53.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	410.0	48.3
DAT++	DAT-S++	53.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	410.0	50.2
UniConvNet	UniConvNet-P0	5.2	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	16.8	41.1
MogaNet	MogaNet-XT	3.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	167.0	39.7
RMT	RMT-S	27.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	244.0	47.8
DAT	DAT-T	29.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	253.0	42.8
DAT	DAT-T	29.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	253.0	45.6
Swin	Swin-T	29.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	248.0	41.5
Swin	Swin-T	29.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	245.0	43.9
MA ViT	MA ViT-B	50.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	353.0	49.9
MogaNet	MogaNet-S	25.3	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	253.0	45.8
MVFormer	MVFormer-S	40.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	306.0	45.8
HAT-Net	HAT-Net-Tiny	12.7	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	212.0	42.5
SSViT	SSViT-B	57.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	363.0	49.0
LaViT	LaViT-S	22.4	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	290.0	46.7
LaViT	LaViT-S	22.4	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	290.0	48.9
TransXNet	TransXNet-S	26.9	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	242.0	46.4
L2ViT	L2ViT-T	29.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	250.0	44.1
Swin	Swin-S	50.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	336.0	44.5
Swin	Swin-S	50.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	335.0	46.3
P2T	P2T-Large	54.5	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	449.0	47.2
S2AFormer	S2AFormer-XS	6.54	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	166.0	37.9
P2T	P2T-Small	24.1	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	260.0	44.4
P2T	P2T-Base	36.1	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	344.0	46.1
L2ViT	L2ViT-B	89.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	484.0	46.5
P2T	P2T-Tiny	11.6	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	206.0	41.3
Swin	Swin-B	88.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	477.0	44.7
PlainMamba	PlainMamba-L1	7.3	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	250.0	41.7
MA ViT	MA ViT-L	98.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	482.0	50.6
HAT-Net	HAT-Net-Medium	42.9	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	405.0	45.9
PlainMamba	PlainMamba-L2	25.7	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	392.0	43.9
TransXNet	TransXNet-B	48.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	317.0	47.6
MVFormer	MVFormer-T	27.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	231.0	44.8
HAT-Net	HAT-Net-Large	63.1	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	519.0	46.3
UniConvNet	UniConvNet-N0	10.2	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	18.8	42.8
TransXNet	TransXNet-T	12.8	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	187.0	43.1
UniConvNet	UniConvNet-N1	13.1	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	19.4	44.6
UniConvNet	UniConvNet-N2	15.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	20.7	45.5
PlainMamba	PlainMamba-L3	50.5	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	478.0	44.8
LaViT	LaViT-T	10.9	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	202.0	46.2
LaViT	LaViT-T	10.9	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 36	202.0	48.4
RMT	RMT-L	95.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	537.0	49.4
SSViT	SSViT-S	27.0	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	248.0	47.5
S2AFormer	S2AFormer-T	5.8	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	164.0	36.7
UniConvNet	UniConvNet-A	3.4	IN-1k : Sup. : 300	RetinaNet	COCO (train) : 12	16.3	40.0

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) : 12	248.0	41.5	62.1	44.2	25.1	44.9	55.5
Swin	Swin-T	IN-1k : Sup. : 300	COCO (train) : 36	245.0	43.9	—	—	—	—	—
Swin	Swin-B	IN-1k : Sup. : 300	COCO (train) : 12	477.0	44.7	—	—	—	—	—
Swin	Swin-S	IN-1k : Sup. : 300	COCO (train) : 12	336.0	44.5	65.7	47.5	27.4	48.0	59.9
Swin	Swin-S	IN-1k : Sup. : 300	COCO (train) : 36	335.0	46.3	—	—	—	—	—
MogaNet	MogaNet-XT	IN-1k : Sup. : 300	COCO (train) : 12	167.0	39.7	60.0	42.4	23.8	43.6	51.7
MogaNet	MogaNet-T	IN-1k : Sup. : 300	COCO (train) : 12	173.0	41.4	61.5	44.4	25.1	45.7	53.6
MogaNet	MogaNet-S	IN-1k : Sup. : 300	COCO (train) : 12	253.0	45.8	66.6	49.0	29.1	50.1	59.8
BiFormer	BiFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	None	45.9	66.9	49.4	30.2	49.6	61.7
BiFormer	BiFormer-B	IN-1k : Sup. : 300	COCO (train) : 12	None	47.1	68.5	50.4	31.3	50.8	62.6
PlainMamba	PlainMamba-L1	IN-1k : Sup. : 300	COCO (train) : 12	250.0	41.7	62.1	44.4	—	—	—
PlainMamba	PlainMamba-L2	IN-1k : Sup. : 300	COCO (train) : 12	392.0	43.9	64.9	47.0	—	—	—
PlainMamba	PlainMamba-L3	IN-1k : Sup. : 300	COCO (train) : 12	478.0	44.8	66.0	47.9	—	—	—
EfficientVMamba	EfficientVMamba-T	IN-1k : Sup. : 300	COCO (train) : 12	None	37.5	57.8	39.6	22.6	40.7	49.1
EfficientVMamba	EfficientVMamba-S	IN-1k : Sup. : 300	COCO (train) : 12	None	39.1	60.3	41.2	23.9	43.0	51.3
EfficientVMamba	EfficientVMamba-B	IN-1k : Sup. : 300	COCO (train) : 12	None	42.8	63.9	45.8	27.3	46.9	55.1
RMT	RMT-T	IN-1k : Sup. : 300	COCO (train) : 12	199.0	45.1	66.2	48.1	28.8	48.9	61.1
RMT	RMT-S	IN-1k : Sup. : 300	COCO (train) : 12	244.0	47.8	69.1	51.8	32.1	51.8	63.5
RMT	RMT-B	IN-1k : Sup. : 300	COCO (train) : 12	355.0	49.1	70.3	53.0	32.9	53.2	64.2
RMT	RMT-L	IN-1k : Sup. : 300	COCO (train) : 12	537.0	49.4	70.6	53.1	34.2	53.9	65.2
DAT++	DAT-T++	IN-1k : Sup. : 300	COCO (train) : 12	283.0	46.8	68.4	50.3	30.8	51.9	62.5
DAT++	DAT-T++	IN-1k : Sup. : 300	COCO (train) : 36	283.0	49.2	70.3	53.0	32.7	53.4	64.7
DAT++	DAT-S++	IN-1k : Sup. : 300	COCO (train) : 12	410.0	48.3	70.0	51.8	32.3	52.4	63.1
DAT++	DAT-S++	IN-1k : Sup. : 300	COCO (train) : 36	410.0	50.2	71.5	54.0	34.7	54.6	65.3
DAT	DAT-T	IN-1k : Sup. : 300	COCO (train) : 12	253.0	42.8	64.4	45.2	28.0	45.8	57.8
DAT	DAT-T	IN-1k : Sup. : 300	COCO (train) : 36	253.0	45.6	67.2	48.5	31.3	49.1	60.8
DAT	DAT-S	IN-1k : Sup. : 300	COCO (train) : 12	359.0	45.7	67.7	48.5	30.5	49.3	61.3
DAT	DAT-S	IN-1k : Sup. : 300	COCO (train) : 36	359.0	47.9	69.6	51.2	32.3	51.8	63.4
SSViT	SSViT-T	IN-1k : Sup. : 300	COCO (train) : 12	205.0	45.6	66.5	49.3	28.6	50.1	60.5
SSViT	SSViT-S	IN-1k : Sup. : 300	COCO (train) : 12	248.0	47.5	68.6	50.8	30.1	52.2	63.3
SSViT	SSViT-B	IN-1k : Sup. : 300	COCO (train) : 12	363.0	49.0	70.2	52.9	32.4	53.4	64.8
SSViT	SSViT-L	IN-1k : Sup. : 300	COCO (train) : 12	553.0	50.0	71.4	53.8	33.2	54.6	65.0
MA ViT	MA ViT-T	IN-1k : Sup. : 300	COCO (train) : 12	201.0	45.6	66.7	48.9	28.9	49.7	61.1
MA ViT	MA ViT-S	IN-1k : Sup. : 300	COCO (train) : 12	244.0	48.3	69.4	52.2	31.8	52.6	64.0
MA ViT	MA ViT-B	IN-1k : Sup. : 300	COCO (train) : 12	353.0	49.9	71.1	53.8	33.7	54.5	65.5
MA ViT	MA ViT-L	IN-1k : Sup. : 300	COCO (train) : 12	482.0	50.6	71.7	54.9	34.1	55.3	65.6
UniConvNet	UniConvNet-A	IN-1k : Sup. : 300	COCO (train) : 12	16.3	40.0	60.4	42.9	23.3	44.2	53.2
UniConvNet	UniConvNet-P0	IN-1k : Sup. : 300	COCO (train) : 12	16.8	41.1	61.4	43.9	24.2	45.2	55.2
UniConvNet	UniConvNet-P2	IN-1k : Sup. : 300	COCO (train) : 12	16.8	42.2	62.5	45.2	25.1	45.9	56.2
UniConvNet	UniConvNet-N0	IN-1k : Sup. : 300	COCO (train) : 12	18.8	42.8	63.2	45.7	25.2	47.0	56.8
UniConvNet	UniConvNet-N1	IN-1k : Sup. : 300	COCO (train) : 12	19.4	44.6	65.7	47.9	27.9	49.0	59.2
UniConvNet	UniConvNet-N2	IN-1k : Sup. : 300	COCO (train) : 12	20.7	45.5	66.4	48.9	28.4	50.2	60.4
S2AFormer	S2AFormer-mini	IN-1k : Sup. : 300	COCO (train) : 12	159.0	33.4	53.2	34.9	19.9	36.3	44.5
S2AFormer	S2AFormer-T	IN-1k : Sup. : 300	COCO (train) : 12	164.0	36.7	57.0	39.1	21.1	39.7	48.6
S2AFormer	S2AFormer-XS	IN-1k : Sup. : 300	COCO (train) : 12	166.0	37.9	58.6	40.3	22.9	41.5	49.8
S2AFormer	S2AFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	178.0	40.0	60.9	42.7	24.4	43.6	52.9
S2AFormer	S2AFormer-M	IN-1k : Sup. : 300	COCO (train) : 12	234.0	41.7	62.4	44.5	25.8	44.6	55.4
FAT	FAT-B0	IN-1k : Sup. : 300	COCO (train) : 12	None	40.4	61.6	42.7	24.0	44.3	53.1
HAT-Net	HAT-Net-Tiny	IN-1k : Sup. : 300	COCO (train) : 12	212.0	42.5	63.3	45.8	26.9	46.1	56.6
HAT-Net	HAT-Net-Small	IN-1k : Sup. : 300	COCO (train) : 12	286.0	44.8	65.8	48.1	28.8	48.6	59.5
HAT-Net	HAT-Net-Medium	IN-1k : Sup. : 300	COCO (train) : 12	405.0	45.9	66.9	49.2	29.7	50.0	61.6
HAT-Net	HAT-Net-Large	IN-1k : Sup. : 300	COCO (train) : 12	519.0	46.3	67.2	49.6	30.0	50.6	62.4
LinGlo	LinGlo-b0	IN-1k : Sup. : 300	COCO (train) : 12	None	38.0	58.3	40.2	22.8	41.2	49.6
LinGlo	LinGlo-b1	IN-1k : Sup. : 300	COCO (train) : 12	None	41.5	62.4	44.5	27.1	45.4	53.9
LinGlo	LinGlo-b2	IN-1k : Sup. : 300	COCO (train) : 12	None	44.7	65.8	47.9	28.0	48.9	57.8
P2T	P2T-Tiny	IN-1k : Sup. : 300	COCO (train) : 12	206.0	41.3	62.0	44.1	24.6	44.8	56.0
P2T	P2T-Small	IN-1k : Sup. : 300	COCO (train) : 12	260.0	44.4	65.3	47.6	27.0	48.3	59.4
P2T	P2T-Base	IN-1k : Sup. : 300	COCO (train) : 12	344.0	46.1	67.5	49.6	30.2	50.6	60.9
P2T	P2T-Large	IN-1k : Sup. : 300	COCO (train) : 12	449.0	47.2	68.4	50.9	32.4	51.6	62.2
CMT	CMT-S	IN-1k : Sup. : 300	COCO (train) : 12	231.0	44.3	65.5	47.5	27.1	48.3	59.1
LaViT	LaViT-T	IN-1k : Sup. : 300	COCO (train) : 12	202.0	46.2	67.2	49.1	29.6	50.2	61.3
LaViT	LaViT-T	IN-1k : Sup. : 300	COCO (train) : 36	202.0	48.4	69.9	51.7	31.8	52.2	64.1
LaViT	LaViT-S	IN-1k : Sup. : 300	COCO (train) : 12	290.0	46.7	68.3	49.7	29.9	50.7	61.7
LaViT	LaViT-S	IN-1k : Sup. : 300	COCO (train) : 36	290.0	48.9	70.3	52.2	33.1	52.6	65.4
EViT	EViT-Small	IN-1k : Sup. : 300	COCO (train) : 12	None	45.1	66.0	48.4	28.3	49.2	59.7
EViT	EViT-Base	IN-1k : Sup. : 300	COCO (train) : 12	None	46.5	67.5	49.8	29.4	51.3	62.1
TransXNet	TransXNet-T	IN-1k : Sup. : 300	COCO (train) : 12	187.0	43.1	64.1	46.0	26.2	46.7	57.4
TransXNet	TransXNet-S	IN-1k : Sup. : 300	COCO (train) : 12	242.0	46.4	67.7	50.0	28.9	50.3	61.1
TransXNet	TransXNet-B	IN-1k : Sup. : 300	COCO (train) : 12	317.0	47.6	69.0	51.1	31.3	51.7	62.2
FaViT	FaViT-B0	IN-1k : Sup. : 300	COCO (train) : 12	None	37.4	57.2	39.8	22.9	40.6	49.5
FaViT	FaViT-B1	IN-1k : Sup. : 300	COCO (train) : 12	None	41.4	61.8	44.0	25.7	44.9	55.0
FaViT	FaViT-B2	IN-1k : Sup. : 300	COCO (train) : 12	None	44.4	65.0	47.7	27.7	48.2	58.8
FaViT	FaViT-B3	IN-1k : Sup. : 300	COCO (train) : 12	None	46.0	66.7	49.1	28.4	50.3	62.0
FViT	FViT-Small	IN-1k : Sup. : 300	COCO (train) : 12	None	44.7	65.8	47.9	28.3	48.8	59.5
LSNet	LSNet-T	IN-1k : Sup. : 300	COCO (train) : 12	None	34.2	54.6	35.2	17.8	37.1	48.5
LSNet	LSNet-S	IN-1k : Sup. : 300	COCO (train) : 12	None	36.7	57.2	38.6	20.0	39.7	51.8
LSNet	LSNet-B	IN-1k : Sup. : 300	COCO (train) : 12	None	39.2	60.0	41.5	22.1	43.0	52.9
FViT	FViT-Base	IN-1k : Sup. : 300	COCO (train) : 12	None	46.4	68.3	49.6	30.2	50.7	61.8
FAT	FAT-B1	IN-1k : Sup. : 300	COCO (train) : 12	None	42.5	64.0	45.1	26.9	46.0	56.7
SepViT	SepViT-T	IN-1k : Sup. : 300	COCO (train) : 12	243.0	44.8	—	—	—	—	—
SepViT	SepViT-T	IN-1k : Sup. : 300	COCO (train) : 36	243.0	46.8	—	—	—	—	—
SepViT	SepViT-S	IN-1k : Sup. : 300	COCO (train) : 12	302.0	46.4	—	—	—	—	—
SepViT	SepViT-S	IN-1k : Sup. : 300	COCO (train) : 36	302.0	47.9	—	—	—	—	—
L2ViT	L2ViT-T	IN-1k : Sup. : 300	COCO (train) : 12	250.0	44.1	65.8	47.0	30.0	47.9	57.9
L2ViT	L2ViT-S	IN-1k : Sup. : 300	COCO (train) : 12	341.0	46.2	68.0	49.6	31.7	50.0	61.1
FAT	FAT-B2	IN-1k : Sup. : 300	COCO (train) : 12	None	44.0	65.2	47.2	27.5	47.7	58.8
FAT	FAT-B3	IN-1k : Sup. : 300	COCO (train) : 12	None	45.9	66.9	49.5	29.3	50.1	60.9
CloFormer	CloFormer-XXS	IN-1k : Sup. : 300	COCO (train) : 12	None	39.6	60.3	42.1	24.2	43.1	53.2
CloFormer	CloFormer-XS	IN-1k : Sup. : 300	COCO (train) : 12	None	42.2	63.2	44.9	26.6	45.7	56.4
CloFormer	CloFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	None	43.9	65.1	47.2	27.2	47.6	58.2
MVFormer	MVFormer-T	IN-1k : Sup. : 300	COCO (train) : 12	231.0	44.8	66.1	48.0	—	—	—
MVFormer	MVFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	306.0	45.8	67.2	49.3	—	—	—
L2ViT	L2ViT-B	IN-1k : Sup. : 300	COCO (train) : 12	484.0	46.5	68.7	49.4	31.2	50.6	60.7
ResT	ResT-Small	IN-1k : Sup. : 300	COCO (train) : 12	None	40.3	61.3	42.7	25.7	43.7	51.2
ResT	ResT-Base	IN-1k : Sup. : 300	COCO (train) : 12	None	42.0	63.2	44.8	29.1	45.3	53.3
ResT	ResT-Large	IN-1k : Sup. : 300	COCO (train) : 12	None	44.8	66.1	48.0	28.3	48.7	60.3
DeBiFormer	DeBiFormer-S	IN-1k : Sup. : 300	COCO (train) : 12	None	45.6	66.6	48.9	28.7	49.3	61.6
DeBiFormer	DeBiFormer-B	IN-1k : Sup. : 300	COCO (train) : 12	None	47.1	68.2	50.2	30.3	51.1	63.0