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Semantic Segmentation
벤치마크
Semantic Segmentation on
UAVid
20개 결과 ·
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Mean IoU
64.6
66.78
68.97
71.16
73.34
2021-06
2026-11
BANet — 64.6 (2021-06-23)
BANet — 64.6 (2021-06-23)
UNetFormer — 67.8 (2021-09-18)
UNetFormer — 67.8 (2021-09-18)
LSKNet-S — 70.0 (2024-03-18)
LSKNet-T — 69.3 (2024-03-18)
LSKNet-S — 70.0 (2024-03-18)
LSKNet-T — 69.3 (2024-03-18)
U-Net Ensemble — 73.34 (2024-06-08)
U-Net (MaxViT-S) — 71.88 (2024-06-08)
U-Net Ensemble — 73.34 (2024-06-08)
U-Net (MaxViT-S) — 71.88 (2024-06-08)
SFA-Net — 70.4 (2024-09-03)
SFA-Net — 70.4 (2024-09-03)
DecoupleNet D2 — 65.8 (2024-09-23)
DecoupleNet D2 — 65.8 (2024-09-23)
LWGANet L2 — 69.1 (2025-01-17)
LWGANet L2 — 69.1 (2025-01-17)
D2LS — 70.9 (2025-03-09)
D2LS — 70.9 (2025-03-09)
BANet — 64.6 (2021-06-23)
UNetFormer — 67.8 (2021-09-18)
LSKNet-S — 70.0 (2024-03-18)
U-Net Ensemble — 73.34 (2024-06-08)
2021-06-23 — BANet: Mean IoU 64.6
2021-09-18 — UNetFormer: Mean IoU 67.8
2024-03-18 — LSKNet-S: Mean IoU 70.0
2024-06-08 — U-Net Ensemble: Mean IoU 73.34
Rank
Model
Mean IoU
Paper
Code
Year
1
U-Net Ensemble
73.34
U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery
2024
2
U-Net (MaxViT-S)
71.88
U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery
2024
3
D2LS
70.9
Dynamic Dictionary Learning for Remote Sensing Image Segmentation
XavierJiezou/D2LS
2025
4
SFA-Net
70.4
SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image Segmentation
j2jeong/priv
2024
5
LSKNet-S
70.0
LSKNet: A Foundation Lightweight Backbone for Remote Sensing
zcablii/lsknet
·
zcablii/Large-Selective-Kernel-Network
2024
6
LSKNet-T
69.3
LSKNet: A Foundation Lightweight Backbone for Remote Sensing
zcablii/lsknet
·
zcablii/Large-Selective-Kernel-Network
2024
7
LWGANet L2
69.1
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks
lwcver/lwganet
2025
8
UNetFormer
67.8
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery
WangLibo1995/GeoSeg
2021
9
DecoupleNet D2
65.8
DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual Tasks
lwCVer/DecoupleNet
2024
10
BANet
64.6
Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images
WangLibo1995/GeoSeg
2021
11
U-Net Ensemble
73.34
U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery
2024
12
U-Net (MaxViT-S)
71.88
U-Net Ensemble for Enhanced Semantic Segmentation in Remote Sensing Imagery
2024
13
D2LS
70.9
Dynamic Dictionary Learning for Remote Sensing Image Segmentation
XavierJiezou/D2LS
2025
14
SFA-Net
70.4
SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image Segmentation
j2jeong/priv
2024
15
LSKNet-S
70.0
LSKNet: A Foundation Lightweight Backbone for Remote Sensing
zcablii/lsknet
·
zcablii/Large-Selective-Kernel-Network
2024
16
LSKNet-T
69.3
LSKNet: A Foundation Lightweight Backbone for Remote Sensing
zcablii/lsknet
·
zcablii/Large-Selective-Kernel-Network
2024
17
LWGANet L2
69.1
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks
lwcver/lwganet
2025
18
UNetFormer
67.8
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery
WangLibo1995/GeoSeg
2021
19
DecoupleNet D2
65.8
DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual Tasks
lwCVer/DecoupleNet
2024
20
BANet
64.6
Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images
WangLibo1995/GeoSeg
2021
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