Heedless Backbones

UniRepLKNet Family

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Results
Parameters (M)
Images / Second
Publication Date
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Object Detection
Instance Segmentation
Classification
Semantic Segmentation
Panoptic Segmentation
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COCO (val)
COCO (test)
Cityscapes (val)
Cityscapes (test)
ADE20K (val)
ADE20K (test)
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mAP
AP50
AP75
mAPs
mAPm
mAPl
GFLOPs
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Mask R-CNN
Cascade Mask R-CNN
Mask2Former
HTC++
HTC
Panoptic FPN
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Results
Parameters (M)
Images / Second
GFLOPs
Publication Date
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JFT-3B
ImageNet-1k
ImageNet-22k
JFT-300M
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Supervised
FCMAE
MAE
CL
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Family
Pretrain Dataset
Pretrain Method
Instance Head
Instance Training Epochs
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Family
Pretrain Method
Instance Head
Instance Training Epochs
modelparams (m)pretrainheadtrainGFLOPsmAP
UniRepLKNet-T31.0IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 36749.044.9
UniRepLKNet-S55.6IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 36835.045.9
UniRepLKNet-S55.6IN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 36835.047.1
UniRepLKNet-B97.9IN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 36978.047.4
UniRepLKNet-L218.3IN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 361385.048.4
UniRepLKNet-XL386.4IN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 361952.049.0
modelparams (m)pretrainfinetunegflopsIN-1k
UniRepLKNet-A4.4IN-1k : Sup. : 300— : — : —0.677.0/—
UniRepLKNet-F6.2IN-1k : Sup. : 300— : — : —0.978.6/—
UniRepLKNet-P10.7IN-1k : Sup. : 300— : — : —1.680.2/—
UniRepLKNet-N18.3IN-1k : Sup. : 300— : — : —2.881.6/—
UniRepLKNet-T31.0IN-1k : Sup. : 300— : — : —4.983.2/—
UniRepLKNet-S55.6IN-1k : Sup. : 300— : — : —9.183.9/—
UniRepLKNet-S55.6IN-22k : Sup. : 90IN-1k : 30 : 38426.786.4/—
UniRepLKNet-B97.9IN-22k : Sup. : 90IN-1k : 30 : 38447.287.4/—
UniRepLKNet-L218.3IN-22k : Sup. : 90IN-1k : 20 : 384105.487.9/—
UniRepLKNet-XL386.4IN-22k : Sup. : 90IN-1k : 20 : 384187.088.0/—

COCO (val)

modelpretrainheadtraingflopsmAPbAPb50APb75mAPbsmAPbmmAPbl
UniRepLKNet-TIN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 36749.051.8
UniRepLKNet-SIN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 36835.053.0
UniRepLKNet-SIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 36835.054.3
UniRepLKNet-BIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 36978.054.8
UniRepLKNet-LIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 361385.055.8
UniRepLKNet-XLIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 361952.056.4

COCO (val)

modelpretrainheadtraingflopsmAPmAPm50APm75mAPmsmAPmmmAPml
UniRepLKNet-TIN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 36749.044.9
UniRepLKNet-SIN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 36835.045.9
UniRepLKNet-SIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 36835.047.1
UniRepLKNet-BIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 36978.047.4
UniRepLKNet-LIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 361385.048.4
UniRepLKNet-XLIN-22k : Sup. : 90Cascade Mask R-CNNCOCO (train) : 361952.049.0

ADE20K (val)

modelpretrainheadtraingflopsmIoUmspAccmsmAccmsmIoUsspAccssmAccss
UniRepLKNet-TIN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 512946.049.148.6
UniRepLKNet-SIN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121036.051.050.5
UniRepLKNet-SIN-22k : Sup. : 90UPerNetADE20K (train) : 128 : 6401618.052.751.9
UniRepLKNet-BIN-22k : Sup. : 90UPerNetADE20K (train) : 128 : 6401850.053.953.5
UniRepLKNet-LIN-22k : Sup. : 90UPerNetADE20K (train) : 128 : 6402507.055.154.5
UniRepLKNet-XLIN-22k : Sup. : 90UPerNetADE20K (train) : 128 : 6403420.055.655.2