ML Research Wiki / Benchmarks / Semantic Segmentation / CamVid

CamVid

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: Mean IoU

Top Performing Models

Rank Model Paper Mean IoU Date Code
1 SERNet-Former SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion Networks 84.62 2024-01-28 📦 serdarch/sernet-former 📦 serdarch/SERNet-Former
2 SIW Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings 83.70 2022-02-04 -
3 DSNet-Base DSNet: A Novel Way to Use Atrous Convolutions in Semantic Segmentation 83.32 2024-06-06 📦 takaniwa/dsnet
4 RTFormer-Base RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer 82.50 2022-10-13 📦 PaddlePaddle/PaddleSeg
5 DeepLabV3Plus + SDCNetAug 📚 Improving Semantic Segmentation via Video Propagation and Label Relaxation 81.70 2018-12-04 📦 NVIDIA/semantic-segmentation 📦 YeLyuUT/SSeg 📦 ganlumomo/mtl-segmentation 📦 ganlumomo/semantic-segmentation 📦 tobiasriedlinger/uncertainty-gradients-seg
6 ETC-Mobile Efficient Semantic Video Segmentation with Per-frame Inference 76.30 2020-02-26 📦 irfanICMLL/ETC-Real-time-Per-frame-Semantic-video-segmentation
7 VideoGCRF Deep Spatio-Temporal Random Fields for Efficient Video Segmentation 75.20 2018-07-03 -
8 EDANet Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic Segmentation 66.40 2018-09-17 📦 osmr/imgclsmob 📦 zh320/realtime-semantic-segmentation-pytorch 📦 shaoyuanlo/EDANet 📦 wpf535236337/pytorch_EDANet
9 LMDNet Efficient Road Lane Marking Detection with Deep Learning 63.50 2018-09-11 -
10 PIDNet-Wider PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers 0.00 2022-06-04 📦 XuJiacong/PIDNet 📦 Darth-Kronos/PIDNet_TensorRT 📦 hamidriasat/PIDNet

All Papers (20)