ML Research Wiki / Benchmarks / Semantic Segmentation / LoveDA

LoveDA

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: Category mIoU

Top Performing Models

Rank Model Paper Category mIoU Date Code
1 D2LS Dynamic Dictionary Learning for Remote Sensing Image Segmentation 55.30 2025-03-09 📦 XavierJiezou/D2LS
2 ViT-G12X4 📚 A Billion-scale Foundation Model for Remote Sensing Images 54.40 2023-04-11 -
3 SelectiveMAE+ViT-L Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset 54.31 2024-06-17 📦 Fengxiang23/SelectiveMAE
4 MAE+MTP(ViT-L+RVSA) MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 54.17 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
5 IMP+MTP(InternImage-XL) MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 54.17 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
6 AerialFormer-B AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation 54.10 2023-06-12 📦 UARK-AICV/AerialFormer
7 LSKNet-S Large Selective Kernel Network for Remote Sensing Object Detection 54.00 2023-03-16 📦 zcablii/Large-Selective-Kernel-Network
8 LWGANet L2 LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks 53.60 2025-01-17 📦 lwcver/lwganet
9 LOGCAN++ LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery 53.35 2024-06-24 📦 xwmaxwma/rssegmentation
10 LSKNet-T Large Selective Kernel Network for Remote Sensing Object Detection 53.20 2023-03-16 📦 zcablii/Large-Selective-Kernel-Network

All Papers (16)

XavierJiezou/D2LS
Fengxiang23/SelectiveMAE
vitae-transformer/mtp cuzyoung/crossearth
vitae-transformer/mtp cuzyoung/crossearth
UARK-AICV/AerialFormer
zcablii/Large-Selective-Kernel-Network
lwcver/lwganet
xwmaxwma/rssegmentation
zcablii/Large-Selective-Kernel-Network
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/remote-sensing-rvsa
WangLibo1995/GeoSeg
vitae-transformer/mtp cuzyoung/crossearth
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/remote-sensing-rvsa
Junjue-Wang/LoveDA Luffy03/DCA