الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Semantic Segmentation On Loveda

المقاييس

Category mIoU

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Category mIoU	Paper Title	Repository
MAE+MTP(ViT-L+RVSA)	54.17	MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
DecoupleNet D2	53.1	DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual Tasks
SFA-Net	54.9	SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image Segmentation
Hi-ResNet	52.6	Hi-ResNet: Edge Detail Enhancement for High-Resolution Remote Sensing Segmentation	-
LWGANet L2	53.6	LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks
LSKNet-S	54.0	Large Selective Kernel Network for Remote Sensing Object Detection
AerialFormer-B	54.1	AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation
ViT-G12X4	54.4	A Billion-scale Foundation Model for Remote Sensing Images	-
HRNetw32	49.79	LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation
U-Net (MaxViT-S)	56.16	U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery	-
ViT-B + RVSA-UperNet	51.95	Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model
IMP+MTP(InternImage-XL)	54.17	MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
LSKNet-T	53.2	Large Selective Kernel Network for Remote Sensing Object Detection
MAE+MTP(ViT-B+RVSA)	52.39	MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
LOGCAN++	53.35	LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery
SelectiveMAE+ViT-L	54.31	Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset
ViTAE-B + RVSA-UperNet	52.44	Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model
UNetFormer	52.40	UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery

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Semantic Segmentation On Loveda | SOTA | HyperAI