ML Research Wiki / Benchmarks / Semantic Segmentation / ISPRS Vaihingen

ISPRS Vaihingen

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Overall Accuracy

Top Performing Models

Rank Model Paper Overall Accuracy Date Code
1 LSKNet-S LSKNet: A Foundation Lightweight Backbone for Remote Sensing 93.60 2024-03-18 📦 zcablii/lsknet 📦 zcablii/Large-Selective-Kernel-Network
2 LSKNet-T LSKNet: A Foundation Lightweight Backbone for Remote Sensing 93.60 2024-03-18 📦 zcablii/lsknet 📦 zcablii/Large-Selective-Kernel-Network
3 D2LS Dynamic Dictionary Learning for Remote Sensing Image Segmentation 91.90 2025-03-09 📦 XavierJiezou/D2LS
4 EfficientUNets and Transformers 📚 Semantic Labeling of High Resolution Images Using EfficientUNets and Transformers 91.80 2022-06-20 -
5 FT-UNetFormer UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery 91.60 2021-09-18 📦 WangLibo1995/GeoSeg
6 DC-Swin A Novel Transformer Based Semantic Segmentation Scheme for Fine-Resolution Remote Sensing Images 91.60 2021-04-25 📦 WangLibo1995/GeoSeg
7 UNetFormer UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery 91.00 2021-09-18 📦 WangLibo1995/GeoSeg
8 ABCNet ABCNet: Attentive Bilateral Contextual Network for Efficient Semantic Segmentation of Fine-Resolution Remote Sensing Images 90.70 2021-02-04 📦 lironui/ABCNet
9 BANet Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images 90.50 2021-06-23 📦 WangLibo1995/GeoSeg
10 UPerNet (SAP) Stochastic Subsampling With Average Pooling 90.14 2024-09-25 -

All Papers (10)

zcablii/lsknet zcablii/Large-Selective-Kernel-Network
zcablii/lsknet zcablii/Large-Selective-Kernel-Network
XavierJiezou/D2LS
WangLibo1995/GeoSeg
WangLibo1995/GeoSeg
WangLibo1995/GeoSeg
lironui/ABCNet
WangLibo1995/GeoSeg