| Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection | ✓ Link | 56.9 | 31 (V100) | PRB-FPN6-E-ELAN (1280) | 2020-12-03 |
| YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors | ✓ Link | 56.8 | 36 (V100) | YOLOv7-E6E (1280) | 2022-07-06 |
| YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors | ✓ Link | 56.6 | 44 (V100) | YOLOv7-D6 (1280) | 2022-07-06 |
| YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors | ✓ Link | 56.0 | 56 (V100) | YOLOv7-E6 (1280) | 2022-07-06 |
| You Only Learn One Representation: Unified Network for Multiple Tasks | ✓ Link | 55.4 | 30 (V100) | YOLOR-D6 (1280) | 2021-05-10 |
| YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors | ✓ Link | 54.9 | 84 (V100) | YOLOv7-W6 (1280) | 2022-07-06 |
| You Only Learn One Representation: Unified Network for Multiple Tasks | ✓ Link | 54.8 | 37 (V100) | YOLOR-E6 (1280) | 2021-05-10 |
| PP-YOLOE: An evolved version of YOLO | ✓ Link | 54.7 | 45 (V100) | PP-YOLOE+-X (Objects365 pre-training) | 2022-03-30 |
| You Only Learn One Representation: Unified Network for Multiple Tasks | ✓ Link | 54.1 | 47 (V100) | YOLOR-W6 (1280) | 2021-05-10 |
| Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection | ✓ Link | 53.3 | 94 (V100) | PRB-FPN-MSP | 2020-12-03 |
| YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors | ✓ Link | 53.1 | 114 (V100) | YOLOv7-X (640) | 2022-07-06 |
| You Only Learn One Representation: Unified Network for Multiple Tasks | ✓ Link | 53.0 | 49 (V100) | YOLOR-P6D (1280) | 2021-05-10 |
| PP-YOLOE: An evolved version of YOLO | ✓ Link | 52.9 | 78 (V100) | PP-YOLOE+-L (Objects365 pre-training) | 2022-03-30 |
| You Only Learn One Representation: Unified Network for Multiple Tasks | ✓ Link | 52.6 | 49 (V100) | YOLOR-P6 (1280) | 2021-05-10 |
| Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection | ✓ Link | 52.5 | 70 (V100) | PRB-FPN-ELAN | 2020-12-03 |
| Parallel Residual Bi-Fusion Feature Pyramid Network for Accurate Single-Shot Object Detection | ✓ Link | 51.8 | 113 (V100) | PRB-FPN-CSP | 2020-12-03 |
| 3A-YOLO: New Real-Time Object Detectors with Triple Discriminative Awareness and Coordinated Representations | | 50.6 | 57.4 (V100) | 3A-YOLO-X (640) | 2024-12-10 |
| YOLOX: Exceeding YOLO Series in 2021 | ✓ Link | 50.4 | 62.5 (V100) | YOLOv5-X (reported by YOLOX) | 2021-07-18 |
| PP-YOLOE: An evolved version of YOLO | ✓ Link | 49.8 | 123 (V100) | PP-YOLOE+-M (Objects365 pre-training) | 2022-03-30 |
| 3A-YOLO: New Real-Time Object Detectors with Triple Discriminative Awareness and Coordinated Representations | | 49.7 | 60.1 (V100) | 3A-YOLO (CSPDarknet-53, 608) | 2024-12-10 |
| 3A-YOLO: New Real-Time Object Detectors with Triple Discriminative Awareness and Coordinated Representations | | 47.0 | 80.3 (V100) | 3A-YOLO (CSPDarknet-53, 512) | 2024-12-10 |
| 3A-YOLO: New Real-Time Object Detectors with Triple Discriminative Awareness and Coordinated Representations | | 43.8 | 92.6 (V100) | 3A-YOLO (CSPDarknet-53, 416) | 2024-12-10 |
| YOLOv4: Optimal Speed and Accuracy of Object Detection | ✓ Link | 43.5 | 62 (V100) | YOLOv4 (CSPDarknet-53, 608) | 2020-04-23 |
| YOLOv4: Optimal Speed and Accuracy of Object Detection | ✓ Link | 43.0 | 83 (V100) | YOLOv4 (CSPDarknet-53, 512) | 2020-04-23 |
| YOLOv4: Optimal Speed and Accuracy of Object Detection | ✓ Link | 41.2 | 96 (V100) | YOLOv4 (CSPDarknet-53, 416) | 2020-04-23 |
| YOLOv3: An Incremental Improvement | ✓ Link | 33.0 | 20 (Titan X) | YOLOv3-608 | 2018-04-08 |
| DPNet: Dual-Path Network for Real-time Object Detection with Lightweight Attention | ✓ Link | 30.5 | 164 (RTX 2080Ti) | DPNet (320px, IN-21K pretrained backbone) | 2022-09-28 |
| DPNet: Dual-Path Network for Real-time Object Detection with Lightweight Attention | ✓ Link | 30.2 | 164 (RTX 2080Ti) | DPNet (320px, IN-1K pretrained backbone) | 2022-09-28 |
| DPNet: Dual-Path Network for Real-time Object Detection with Lightweight Attention | ✓ Link | 29.6 | 164 (RTX 2080Ti) | DPNet (320px) | 2022-09-28 |