Heedless Backbones

CAFormer 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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Cityscapes (val)
Cityscapes (test)
ADE20K (val)
ADE20K (test)
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mIoUms
pAccms
mAccms
mIoUss
pAccss
mAccss
GFLOPs
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UPerNet
Mask2Former
Panoptic FPN
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512x2048
640x2560
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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
Semantic Segmentation Head
Semantic Segmentation Resolution
Semantic Segmentation Training Epochs
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Family
Pretrain Method
Semantic Segmentation Head
Semantic Segmentation Resolution
Semantic Segmentation Training Epochs
modelparams (m)pretrainheadtrainGFLOPsmIoUms
CAFormer-S1826.0IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121024.048.9
CAFormer-S3639.0IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121197.050.8
CAFormer-M3656.0IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121346.051.7
modelparams (m)pretrainfinetunegflopsIN-1kIN-AIN-RIN-C↓IN-Sketch
CAFormer-S1826.0IN-1k : Sup. : 300— : — : —4.183.6/—33.5/—48.7/—47.4/—36.6/—
CAFormer-S1826.0IN-1k : Sup. : 300IN-1k : 30 : 38413.485.0/—48.9/—51.3/—46.1/—37.7/—
CAFormer-S1826.0IN-22k : Sup. : 90IN-1k : 30 : 2244.184.1/—43.3/—54.1/—44.8/—41.2/—
CAFormer-S1826.0IN-22k : Sup. : 90IN-1k : 30 : 38413.485.4/—58.3/—55.9/—43.3/—42.0/—
CAFormer-S3639.0IN-1k : Sup. : 300— : — : —8.084.5/—40.9/—51.7/—44.7/—39.5/—
CAFormer-S3639.0IN-1k : Sup. : 300IN-1k : 30 : 38426.085.7/—57.1/—54.5/—42.7/—41.7/—
CAFormer-S3639.0IN-22k : Sup. : 90IN-1k : 30 : 2248.085.8/—55.5/—60.7/—38.5/—48.5/—
CAFormer-S3639.0IN-22k : Sup. : 90IN-1k : 30 : 38426.086.9/—70.6/—63.0/—36.8/—48.5/—
CAFormer-M3656.0IN-1k : Sup. : 300— : — : —13.285.2/—45.6/—51.7/—42.6/—39.6/—
CAFormer-M3656.0IN-1k : Sup. : 300IN-1k : 30 : 38442.086.2/—60.2/—55.0/—41.7/—41.5/—
CAFormer-M3656.0IN-22k : Sup. : 90IN-1k : 30 : 22413.286.1/—60.9/—63.4/—35.2/—49.7/—
CAFormer-M3656.0IN-22k : Sup. : 90IN-1k : 30 : 38442.087.4/—73.9/—65.3/—33.9/—51.0/—
CAFormer-B3699.0IN-1k : Sup. : 300— : — : —23.285.5/—48.5/—53.9/—42.6/—42.5/—
CAFormer-B3699.0IN-1k : Sup. : 300IN-1k : 30 : 38472.286.4/—61.9/—55.0/—42.8/—42.5/—
CAFormer-B3699.0IN-22k : Sup. : 90IN-1k : 30 : 22423.287.4/—69.4/—68.3/—31.8/—52.8/—
CAFormer-B3699.0IN-22k : Sup. : 90IN-1k : 30 : 38472.288.1/—79.5/—70.4/—30.8/—54.5/—

COCO (val)

modelpretrainheadtraingflopsmAPbAPb50APb75mAPbsmAPbmmAPbl
CAFormer-S18IN-1k : Sup. : 300Mask R-CNNCOCO (train) : 36508.048.670.553.4
CAFormer-S18IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361466.052.371.356.9
CAFormer-S36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361622.053.272.157.7
CAFormer-M36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361840.053.872.558.3

COCO (val)

modelpretrainheadtraingflopsmAPmAPm50APm75mAPmsmAPmmmAPml
CAFormer-S18IN-1k : Sup. : 300Mask R-CNNCOCO (train) : 36508.043.767.547.4
CAFormer-S18IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361466.045.268.648.8
CAFormer-S36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361622.046.069.549.8
CAFormer-M36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361840.046.570.150.7

ADE20K (val)

modelpretrainheadtraingflopsmIoUmspAccmsmAccmsmIoUsspAccssmAccss
CAFormer-S18IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121024.048.9
CAFormer-S36IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121197.050.8
CAFormer-M36IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121346.051.7