| PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers | ✓ Link | 80.9% | 31.1(3090) | 32.2 | PIDNet-L | 2022-06-04 |
| DSNet: A Novel Way to Use Atrous Convolutions in Semantic Segmentation | ✓ Link | 80.4% | 81.9 | | DSNet | 2024-06-06 |
| PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers | ✓ Link | 79.9% | 42.2(3090) | 23.7 | PIDNet-M | 2022-06-04 |
| SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation | ✓ Link | 79.8% | 28.1 | | SegNext-T-Seg100 | 2022-09-18 |
| Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes | ✓ Link | 79.4 | 37.1 | | DDRNet23 | 2021-01-15 |
| RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer | ✓ Link | 79.3% | 50.2 | | RTFormer-B | 2022-10-13 |
| PIDNet: A Real-time Semantic Segmentation Network Inspired by PID Controllers | ✓ Link | 78.8% | 93.2(3090) | 10.7 | PIDNet-S | 2022-06-04 |
| Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile Robots | ✓ Link | 78.4% | 23.9(2080Ti) | | Mobile-Seed | 2023-11-21 |
| PP-LiteSeg: A Superior Real-Time Semantic Segmentation Model | ✓ Link | 78.2 | | | PP-LiteSeg-B2 | 2022-04-06 |
| Deep Dual-resolution Networks for Real-time and Accurate Semantic Segmentation of Road Scenes | ✓ Link | 77.4 | 101.6 | | DDRNet23-slim | 2021-01-15 |
| Rethinking BiSeNet For Real-time Semantic Segmentation | ✓ Link | 77% | 97 | | STDC2-Seg75 | 2021-04-27 |
| CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes | ✓ Link | 76.36 | 72.3 (3090) | | CSFNet-2 | 2024-07-01 |
| RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer | ✓ Link | 76.3% | 89.6 | | RTFormer-S | 2022-10-13 |
| PP-LiteSeg: A Superior Real-Time Semantic Segmentation Model | ✓ Link | 76 | | | PP-LiteSeg-T2 | 2022-04-06 |
| BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation | ✓ Link | 75.8% | 47.3 | | BiseNetV2-L | 2020-04-05 |
| In defence of metric learning for speaker recognition | ✓ Link | 75.5% | 39.9 | | SwiftNetRN-18 | 2020-04-24 |
| PP-LiteSeg: A Superior Real-Time Semantic Segmentation Model | ✓ Link | 75.3 | | | PP-LiteSeg-B1 | 2022-04-06 |
| CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes | ✓ Link | 74.73 | 106.1 | | CSFNet-1 | 2024-07-01 |
| Rethinking BiSeNet For Real-time Semantic Segmentation | ✓ Link | 74.5% | 126.7 | | STDC1-Seg75 | 2021-04-27 |
| BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation | ✓ Link | 73.5% | 156 | | BiseNetV2 | 2020-04-05 |
| FasterSeg: Searching for Faster Real-time Semantic Segmentation | ✓ Link | 73.1 | 163.9 | | FasterSeg | 2019-12-23 |
| PP-LiteSeg: A Superior Real-Time Semantic Segmentation Model | ✓ Link | 73.1 | | | PP-LiteSeg-T1 | 2022-04-06 |
| Incorporating Luminance, Depth and Color Information by a Fusion-based Network for Semantic Segmentation | ✓ Link | 68.48% | | | LDFNet | 2018-09-24 |
| LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation | ✓ Link | 67.8% | | | LiteSeg-MobileNet | 2019-12-13 |