| SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion Networks | ✓ Link | 84.62 | | SERNet-Former | 2024-01-28 |
| Scaling up Multi-domain Semantic Segmentation with Sentence Embeddings | | 83.7 | | SIW | 2022-02-04 |
| DSNet: A Novel Way to Use Atrous Convolutions in Semantic Segmentation | ✓ Link | 83.32 | | DSNet-Base | 2024-06-06 |
| RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer | ✓ Link | 82.5 | | RTFormer-Base | 2022-10-13 |
| PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers | ✓ Link | 82.0% | | PIDNet-Wider | 2022-06-04 |
| Improving Semantic Segmentation via Video Propagation and Label Relaxation | ✓ Link | 81.7 | | DeepLabV3Plus + SDCNetAug | 2018-12-04 |
| Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes | ✓ Link | 80.6% | | DDRNet23 | 2021-01-15 |
| Efficient Semantic Video Segmentation with Per-frame Inference | ✓ Link | 76.3 | | ETC-Mobile | 2020-02-26 |
| Deep Spatio-Temporal Random Fields for Efficient Video Segmentation | | 75.2 | | VideoGCRF | 2018-07-03 |
| Dense Decoder Shortcut Connections for Single-Pass Semantic Segmentation | | 70.9 | | DenseDecoder | 2018-06-01 |
| BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation | ✓ Link | 68.7% | | BiSeNet | 2018-08-02 |
| The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation | ✓ Link | 66.9% | 91.5% | FC-DenseNet103 | 2016-11-28 |
| Efficient Dense Modules of Asymmetric Convolution for Real-Time Semantic Segmentation | ✓ Link | 66.4 | 90.8 | EDANet | 2018-09-17 |
| Multi-Scale Context Aggregation by Dilated Convolutions | ✓ Link | 65.3% | | Dilated Convolutions | 2015-11-23 |
| DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation | ✓ Link | 64.7% | | DFANet A | 2019-04-03 |
| Template-Based Automatic Search of Compact Semantic Segmentation Architectures | ✓ Link | 63.9% | | Template-Based NAS-arch0 (480x360 inputs) | 2019-04-04 |
| Efficient Road Lane Marking Detection with Deep Learning | | 63.5 | | LMDNet | 2018-09-11 |
| Template-Based Automatic Search of Compact Semantic Segmentation Architectures | ✓ Link | 63.2% | | Template-Based NAS-arch1 (480x360 inputs) | 2019-04-04 |
| Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs | ✓ Link | 61.6% | | DeepLab-MSc-CRF-LargeFOV | 2014-12-22 |
| ReSeg: A Recurrent Neural Network-based Model for Semantic Segmentation | ✓ Link | 58.8% | 88.7% | ReSeg | 2015-11-22 |
| SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation | ✓ Link | 46.4% | | SegNet | 2015-11-02 |