Heedless Backbones

ConvFormer 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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ImageNet-1k
ImageNet-A
ImageNet-R
ImageNet-Sketch
ImageNet-C
ImageNet-C-bar
ImageNet-V2
ImageNet-ReaL
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Top-1
Top-5
GFLOPs
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224x224
384x384
512x512
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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
Classification Resolution
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Family
Pretrain Method
Classification Resolution
modelparams (m)pretrainfinetuneGFLOPsTop-1
ConvFormer-S1827.0IN-1k : Sup. : 300— : — : —3.983.0
ConvFormer-S1827.0IN-1k : Sup. : 300IN-1k : 30 : 38411.684.4
ConvFormer-S1827.0IN-22k : Sup. : 90IN-1k : 30 : 2243.983.7
ConvFormer-S1827.0IN-22k : Sup. : 90IN-1k : 30 : 38411.685.0
ConvFormer-S3640.0IN-1k : Sup. : 300— : — : —7.684.1
ConvFormer-S3640.0IN-1k : Sup. : 300IN-1k : 30 : 38422.485.4
ConvFormer-S3640.0IN-22k : Sup. : 90IN-1k : 30 : 2247.685.4
ConvFormer-S3640.0IN-22k : Sup. : 90IN-1k : 30 : 38422.486.4
ConvFormer-M3657.0IN-1k : Sup. : 300— : — : —12.884.5
ConvFormer-M3657.0IN-1k : Sup. : 300IN-1k : 30 : 38437.785.6
ConvFormer-M3657.0IN-22k : Sup. : 90IN-1k : 30 : 22412.886.1
ConvFormer-M3657.0IN-22k : Sup. : 90IN-1k : 30 : 38437.786.9
ConvFormer-B36100.0IN-1k : Sup. : 300— : — : —22.684.8
ConvFormer-B36100.0IN-1k : Sup. : 300IN-1k : 30 : 38466.585.7
ConvFormer-B36100.0IN-22k : Sup. : 90IN-1k : 30 : 22422.687.0
ConvFormer-B36100.0IN-22k : Sup. : 90IN-1k : 30 : 38466.587.6
modelparams (m)pretrainfinetunegflopsIN-1kIN-AIN-RIN-C↓IN-Sketch
ConvFormer-S1827.0IN-1k : Sup. : 300— : — : —3.983.0/—25.3/—48.7/—51.7/—35.2/—
ConvFormer-S1827.0IN-1k : Sup. : 300IN-1k : 30 : 38411.684.4/—42.0/—50.7/—51.0/—36.2/—
ConvFormer-S1827.0IN-22k : Sup. : 90IN-1k : 30 : 2243.983.7/—33.4/—53.4/—47.5/—40.3/—
ConvFormer-S1827.0IN-22k : Sup. : 90IN-1k : 30 : 38411.685.0/—50.1/—55.0/—47.2/—41.6/—
ConvFormer-S3640.0IN-1k : Sup. : 300— : — : —7.684.1/—33.2/—50.8/—47.1/—38.4/—
ConvFormer-S3640.0IN-1k : Sup. : 300IN-1k : 30 : 38422.485.4/—49.9/—51.9/—47.7/—37.8/—
ConvFormer-S3640.0IN-22k : Sup. : 90IN-1k : 30 : 2247.685.4/—47.3/—58.9/—41.0/—46.9/—
ConvFormer-S3640.0IN-22k : Sup. : 90IN-1k : 30 : 38422.486.4/—62.9/—59.9/—41.3/—47.1/—
ConvFormer-M3657.0IN-1k : Sup. : 300— : — : —12.884.5/—37.6/—51.0/—46.5/—39.2/—
ConvFormer-M3657.0IN-1k : Sup. : 300IN-1k : 30 : 38437.785.6/—53.5/—52.2/—48.4/—38.5/—
ConvFormer-M3657.0IN-22k : Sup. : 90IN-1k : 30 : 22412.886.1/—56.1/—60.9/—38.4/—49.1/—
ConvFormer-M3657.0IN-22k : Sup. : 90IN-1k : 30 : 38437.786.9/—68.5/—61.8/—39.0/—49.1/—
ConvFormer-B36100.0IN-1k : Sup. : 300— : — : —22.684.8/—40.1/—51.1/—46.3/—39.5/—
ConvFormer-B36100.0IN-1k : Sup. : 300IN-1k : 30 : 38466.585.7/—55.3/—52.2/—48.1/—38.9/—
ConvFormer-B36100.0IN-22k : Sup. : 90IN-1k : 30 : 22422.687.0/—63.3/—65.3/—35.0/—52.7/—
ConvFormer-B36100.0IN-22k : Sup. : 90IN-1k : 30 : 38466.587.6/—73.5/—66.5/—35.8/—52.9/—

COCO (val)

modelpretrainheadtraingflopsmAPbAPb50APb75mAPbsmAPbmmAPbl
ConvFormer-S18IN-1k : Sup. : 300Mask R-CNNCOCO (train) : 36502.047.769.652.3
ConvFormer-S18IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361458.051.570.755.8
ConvFormer-S36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361610.052.571.157.0
ConvFormer-M36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361824.053.071.457.4

COCO (val)

modelpretrainheadtraingflopsmAPmAPm50APm75mAPmsmAPmmmAPml
ConvFormer-S18IN-1k : Sup. : 300Mask R-CNNCOCO (train) : 36502.042.666.345.9
ConvFormer-S18IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361458.044.667.848.2
ConvFormer-S36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361610.045.268.648.8
ConvFormer-M36IN-1k : Sup. : 300Cascade Mask R-CNNCOCO (train) : 361824.045.769.249.5

ADE20K (val)

modelpretrainheadtraingflopsmIoUmspAccmsmAccmsmIoUsspAccssmAccss
ConvFormer-S18IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 512925.048.6
ConvFormer-S36IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121003.050.7
ConvFormer-M36IN-1k : Sup. : 300UPerNetADE20K (train) : 128 : 5121113.051.3