Heedless Backbones

DINO

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
Swin	Swin-T	29.0	IN-1k : Sup. : 300	DINO	COCO (train) : 12	252.0	51.3
Swin	Swin-S	50.0	IN-1k : Sup. : 300	DINO	COCO (train) : 12	332.0	53.0
Swin	Swin-L	197.0	IN-22k : Sup. : 90	DINO	COCO (train) : 36	1285.0	58.5
FasterViT	FasterViT-4	424.6	IN-22k : Sup. : 90	DINO	COCO (train) : 36	1364.0	58.7
SMT	SMT-S	20.5	IN-1k : Sup. : 300	DINO	COCO (train) : 12	309.0	54.0

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	None	55.7	—	—	—	—	—
TransNeXt	TransNeXt-S	IN-1k : Sup. : 300	COCO (train) : 12	None	56.6	—	—	—	—	—
TransNeXt	TransNeXt-B	IN-1k : Sup. : 300	COCO (train) : 12	None	57.1	—	—	—	—	—
Swin	Swin-T	IN-1k : Sup. : 300	COCO (train) : 12	252.0	51.3	69.0	55.9	—	—	—
Swin	Swin-S	IN-1k : Sup. : 300	COCO (train) : 12	332.0	53.0	71.2	57.6	—	—	—
Swin	Swin-L	IN-22k : Sup. : 90	COCO (train) : 36	1285.0	58.5	—	—	—	—	—
HorNet	HorNet-L-GF	IN-22k : Sup. : 90	COCO (train) : 36	None	59.2	—	—	—	—	—
FasterViT	FasterViT-4	IN-22k : Sup. : 90	COCO (train) : 36	1364.0	58.7	—	—	—	—	—
FasterViT	FasterViT-4	IN-22k : Sup. : 90	COCO (train) : 12	None	55.16	—	—	—	—	—
SMT	SMT-S	IN-1k : Sup. : 300	COCO (train) : 12	309.0	54.0	71.9	59.0	—	—	—