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)

metric

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mAP

AP₅₀

AP₇₅

mAP_s

mAP_m

mAP_l

GFLOPs

axis

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Results

Parameters (M)

Images / Second

GFLOPs

Publication Date

Filters

pretrain dataset

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JFT-3B

ImageNet-1k

ImageNet-22k

JFT-300M

pretrain method

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Supervised

FCMAE

MAE

CL

Legend

Legend attribute

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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

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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	—	—	—	—	—