ML Research Wiki / Benchmarks / Semantic Segmentation / iSAID

iSAID

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: mIoU

Top Performing Models

Rank Model Paper mIoU Date Code
1 SegNeXt-L SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation 70.30 2022-09-18 📦 open-mmlab/mmsegmentation 📦 open-edge-platform/training_extensions 📦 visual-attention-network/segnext 📦 open-edge-platform/geti 📦 Jittor/JSeg
2 SegNeXt-B SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation 69.90 2022-09-18 📦 open-mmlab/mmsegmentation 📦 open-edge-platform/training_extensions 📦 visual-attention-network/segnext 📦 open-edge-platform/geti 📦 Jittor/JSeg
3 AerialFormer-B AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation 69.30 2023-06-12 📦 UARK-AICV/AerialFormer
4 SegNeXt-S SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation 68.80 2022-09-18 📦 open-mmlab/mmsegmentation 📦 open-edge-platform/training_extensions 📦 visual-attention-network/segnext 📦 open-edge-platform/geti 📦 Jittor/JSeg
5 AerialFormer-S AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation 68.40 2023-06-12 📦 UARK-AICV/AerialFormer
6 SegNeXt-T SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation 68.30 2022-09-18 📦 open-mmlab/mmsegmentation 📦 open-edge-platform/training_extensions 📦 visual-attention-network/segnext 📦 open-edge-platform/geti 📦 Jittor/JSeg
7 AerialFormer-T AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation 67.50 2023-06-12 📦 UARK-AICV/AerialFormer
8 DeepLabV3 with R-50 Resolution-Aware Design of Atrous Rates for Semantic Segmentation Networks 67.03 2023-07-26 -
9 IMP-ViTAEv2-S-UperNet An Empirical Study of Remote Sensing Pretraining 65.30 2022-04-06 📦 vitae-transformer/vitae-transformer-remote-sensing 📦 vitae-transformer/rsp
10 ViTAE-B + RVSA-UperNet Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model 64.49 2022-08-08 📦 vitae-transformer/vitae-transformer-remote-sensing 📦 vitae-transformer/remote-sensing-rvsa

All Papers (15)

open-mmlab/mmsegmentation open-edge-platform/training_extensions
open-mmlab/mmsegmentation open-edge-platform/training_extensions
UARK-AICV/AerialFormer
open-mmlab/mmsegmentation open-edge-platform/training_extensions
UARK-AICV/AerialFormer
open-mmlab/mmsegmentation open-edge-platform/training_extensions
UARK-AICV/AerialFormer
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/rsp
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/remote-sensing-rvsa
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/rsp
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/rsp
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/remote-sensing-rvsa
PaddlePaddle/PaddleRS Z-Zheng/FarSeg
vitae-transformer/vitae-transformer-remote-sensing vitae-transformer/rsp