MogaNet-ADE20K-Segmentation-Weights

A collection of log.json and model.pth for semantic segmentation experiments of MogaNet on ADE20K (download). You can also download all released files from Baidu Cloud (z8mf) at MogaNet/ADE20K_Segmentation.

• We perform semantic segmentation experiments based on Semantic FPN with ImageNet-1K pre-trained MogaNet variants fine-tuning 80K iterations in MogaNet/segmentation.
• We perform semantic segmentation experiments based on UperNet with ImageNet-1K pre-trained MogaNet variants fine-tuning 160K iterations in MogaNet/segmentation.

MogaNet + Semantic FPN

Method	Backbone	Pretrain	Params	FLOPs	Iters	mIoU	mAcc	Config	Download
Semantic FPN	MogaNet-XT	ImageNet-1K	6.9M	101.4G	80K	40.3	52.4	config	log / model
Semantic FPN	MogaNet-T	ImageNet-1K	9.1M	107.8G	80K	43.1	55.4	config	log / model
Semantic FPN	MogaNet-S	ImageNet-1K	29.1M	189.7G	80K	47.7	59.8	config	log / model
Semantic FPN	MogaNet-B	ImageNet-1K	47.5M	293.6G	80K	49.3	61.6	config	log / model
Semantic FPN	MogaNet-L	ImageNet-1K	86.2M	418.7G	80K	50.2	63.0	config	log / model

MogaNet + UperNet

Method	Backbone	Pretrain	Params	FLOPs	Iters	mIoU	mAcc	Config	Download
UperNet	MogaNet-XT	ImageNet-1K	30.4M	855.7G	160K	42.2	55.1	config	log / model
UperNet	MogaNet-T	ImageNet-1K	33.1M	862.4G	160K	43.7	57.1	config	log / model
UperNet	MogaNet-S	ImageNet-1K	55.3M	946.4G	160K	49.2	61.6	config	log / model
UperNet	MogaNet-B	ImageNet-1K	73.7M	1050.4G	160K	50.1	63.4	config	log / model
UperNet	MogaNet-L	ImageNet-1K	113.2M	1176.1G	160K	50.9	63.5	config	log / model