| 1 | DEIM-D-FINE-X+ | 59.5 | No | DEIM: DETR with Improved Matching for Fast Conve... | 2024-12-05 | Code |
| 2 | D-FINE-X+ | 59.3 | No | D-FINE: Redefine Regression Task in DETRs as Fin... | 2024-10-17 | Code |
| 3 | MOAT-3 22K+1K | 59.2 | No | MOAT: Alternating Mobile Convolution and Attenti... | 2022-10-04 | Code |
| 4 | MOAT-2 | 58.5 | No | MOAT: Alternating Mobile Convolution and Attenti... | 2022-10-04 | Code |
| 5 | YOLOv6-L6(1280) | 57.2 | No | YOLOv6: A Single-Stage Object Detection Framewor... | 2022-09-07 | Code |
| 6 | D-FINE-L+ | 57.1 | No | 0/1 Deep Neural Networks via Block Coordinate De... | 2022-06-19 | - |
| 7 | PRB-FPN6-E-ELAN(1280) | 56.9 | No | Parallel Residual Bi-Fusion Feature Pyramid Netw... | 2020-12-03 | Code |
| 8 | YOLOv7-E6E(1280) | 56.8 | No | YOLOv7: Trainable bag-of-freebies sets new state... | 2022-07-06 | Code |
| 9 | YOLOv7-D6(1280) | 56.6 | No | YOLOv7: Trainable bag-of-freebies sets new state... | 2022-07-06 | Code |
| 10 | DEIM-D-FINE-X | 56.5 | No | DEIM: DETR with Improved Matching for Fast Conve... | 2024-12-05 | Code |
| 11 | RT-DETR-H(640) | 56.3 | No | DETRs Beat YOLOs on Real-time Object Detection | 2023-04-17 | Code |
| 12 | YOLOv7-E6(1280) | 56 | No | YOLOv7: Trainable bag-of-freebies sets new state... | 2022-07-06 | Code |
| 13 | D-FINE-X | 55.8 | No | D-FINE: Redefine Regression Task in DETRs as Fin... | 2024-10-17 | Code |
| 14 | YOLOv9-E | 55.6 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 15 | YOLOR-D6 | 55.4 | Yes | You Only Learn One Representation: Unified Netwo... | 2021-05-10 | Code |
| 16 | YOLOv12x | 55.2 | No | YOLOv12: A Breakdown of the Key Architectural Fe... | 2025-02-20 | - |
| 17 | D-FINE-M+ | 55.1 | Yes | D-FINE: Redefine Regression Task in DETRs as Fin... | 2024-10-17 | Code |
| 18 | GELAN-E | 55 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 19 | YOLOv7-W6(1280) | 54.9 | No | YOLOv7: Trainable bag-of-freebies sets new state... | 2022-07-06 | Code |
| 20 | RT-DETR-X | 54.8 | No | DETRs Beat YOLOs on Real-time Object Detection | 2023-04-17 | Code |
| 21 | YOLOR-E6 | 54.8 | Yes | You Only Learn One Representation: Unified Netwo... | 2021-05-10 | Code |
| 22 | DEIM-D-FINE-L | 54.7 | No | DEIM: DETR with Improved Matching for Fast Conve... | 2024-12-05 | Code |
| 23 | YOLOv11x | 54.7 | No | YOLOv11: An Overview of the Key Architectural En... | 2024-10-23 | Code |
| 24 | PP-YOLOE+_X | 54.7 | No | PP-YOLOE: An evolved version of YOLO | 2022-03-30 | Code |
| 25 | YOLOv10-X | 54.4 | No | YOLOv10: Real-Time End-to-End Object Detection | 2024-05-23 | Code |
| 26 | RT-DETR-R101 | 54.3 | No | DETRs Beat YOLOs on Real-time Object Detection | 2023-04-17 | Code |
| 27 | YOLOR-W6 | 54.1 | Yes | You Only Learn One Representation: Unified Netwo... | 2021-05-10 | Code |
| 28 | D-FINE-L | 54 | No | D-FINE: Redefine Regression Task in DETRs as Fin... | 2024-10-17 | Code |
| 29 | PP-YOLOE+_L(distillation) | 54 | No | PP-YOLOE: An evolved version of YOLO | 2022-03-30 | Code |
| 30 | YOLOv12l | 53.7 | No | YOLOv12: A Breakdown of the Key Architectural Fe... | 2025-02-20 | - |
| 31 | YOLOv11l | 53.4 | No | YOLOv11: An Overview of the Key Architectural En... | 2024-10-23 | Code |
| 32 | YOLOv10-L | 53.4 | No | YOLOv10: Real-Time End-to-End Object Detection | 2024-05-23 | Code |
| 33 | PRB-FPN-MSP | 53.3 | No | Parallel Residual Bi-Fusion Feature Pyramid Netw... | 2020-12-03 | Code |
| 34 | YOLOv7-X | 53.1 | No | YOLOv7: Trainable bag-of-freebies sets new state... | 2022-07-06 | Code |
| 35 | RT-DETR-L | 53 | No | DETRs Beat YOLOs on Real-time Object Detection | 2023-04-17 | Code |
| 36 | YOLOR-P6D | 53 | No | You Only Learn One Representation: Unified Netwo... | 2021-05-10 | Code |
| 37 | YOLOv9-C | 53 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 38 | PP-YOLOE+_L | 52.9 | No | PP-YOLOE: An evolved version of YOLO | 2022-03-30 | Code |
| 39 | YOLOv6-L | 52.8 | No | YOLOv6 v3.0: A Full-Scale Reloading | 2023-01-13 | Code |
| 40 | RTMDet | 52.8 | No | RTMDet: An Empirical Study of Designing Real-Tim... | 2022-12-14 | Code |
| 41 | DEIM-D-FINE-M | 52.7 | No | DEIM: DETR with Improved Matching for Fast Conve... | 2024-12-05 | Code |
| 42 | YOLOv10-B | 52.7 | No | YOLOv10: Real-Time End-to-End Object Detection | 2024-05-23 | Code |
| 43 | YOLOR-P6 | 52.6 | No | You Only Learn One Representation: Unified Netwo... | 2021-05-10 | Code |
| 44 | YOLOv12m | 52.5 | No | YOLOv12: A Breakdown of the Key Architectural Fe... | 2025-02-20 | - |
| 45 | PRB-FPN-ELAN | 52.5 | No | Parallel Residual Bi-Fusion Feature Pyramid Netw... | 2020-12-03 | Code |
| 46 | GELAN-C | 52.5 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 47 | D-FINE-M | 52.3 | No | D-FINE: Redefine Regression Task in DETRs as Fin... | 2024-10-17 | Code |
| 48 | PRB-FPN-CSP | 51.8 | No | Parallel Residual Bi-Fusion Feature Pyramid Netw... | 2020-12-03 | Code |
| 49 | YOLOv11m | 51.5 | No | YOLOv11: An Overview of the Key Architectural En... | 2024-10-23 | Code |
| 50 | YOLOv9-M | 51.4 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 51 | YOLOv10-M | 51.3 | No | YOLOv10: Real-Time End-to-End Object Detection | 2024-05-23 | Code |
| 52 | MAFYOLOm | 51.2 | No | Multi-Branch Auxiliary Fusion YOLO with Re-param... | 2024-07-05 | Code |
| 53 | GELAN-M | 51.1 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 54 | YOLOv3 | 51 | No | PP-YOLOE: An evolved version of YOLO | 2022-03-30 | Code |
| 55 | DAMO-YOLO-L | 50.8 | No | DAMO-YOLO : A Report on Real-Time Object Detecti... | 2022-11-23 | Code |
| 56 | D-FINE-S+ | 50.7 | Yes | D-FINE: Redefine Regression Task in DETRs as Fin... | 2024-10-17 | Code |
| 57 | YOLOv5-X | 50.4 | No | YOLOX: Exceeding YOLO Series in 2021 | 2021-07-18 | Code |
| 58 | YOLOv6-S6(1280) | 50.3 | No | YOLOv6 v3.0: A Full-Scale Reloading | 2023-01-13 | Code |
| 59 | YOLOv6-M | 50 | No | YOLOv6 v3.0: A Full-Scale Reloading | 2023-01-13 | Code |
| 60 | PP-YOLOE+_M | 49.8 | No | PP-YOLOE: An evolved version of YOLO | 2022-03-30 | Code |
| 61 | DAMO-YOLO-M | 49.2 | No | DAMO-YOLO : A Report on Real-Time Object Detecti... | 2022-11-23 | Code |
| 62 | DEIM-D-FINE-S | 49 | No | DEIM: DETR with Improved Matching for Fast Conve... | 2024-12-05 | Code |
| 63 | D-FINE-S | 48.5 | No | D-FINE: Redefine Regression Task in DETRs as Fin... | 2024-10-17 | Code |
| 64 | YOLOv12s | 48 | No | YOLOv12: A Breakdown of the Key Architectural Fe... | 2025-02-20 | - |
| 65 | MAFYOLOs | 47.4 | No | Multi-Branch Auxiliary Fusion YOLO with Re-param... | 2024-07-05 | Code |
| 66 | YOLOv11s | 47 | No | YOLOv11: An Overview of the Key Architectural En... | 2024-10-23 | Code |
| 67 | YOLOv9-S | 46.8 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 68 | YOLOv10-S | 46.8 | No | YOLOv10: Real-Time End-to-End Object Detection | 2024-05-23 | Code |
| 69 | GELAN-S | 46.7 | No | YOLOv9: Learning What You Want to Learn Using Pr... | 2024-02-21 | Code |
| 70 | DAMO-YOLO-S | 46 | No | DAMO-YOLO : A Report on Real-Time Object Detecti... | 2022-11-23 | Code |
| 71 | YOLOv6-S | 45 | No | YOLOv6 v3.0: A Full-Scale Reloading | 2023-01-13 | Code |
| 72 | YOLOv4-L | 43.5 | No | YOLOv4: Optimal Speed and Accuracy of Object Det... | 2020-04-23 | Code |
| 73 | YOLOv4-M | 43 | No | YOLOv4: Optimal Speed and Accuracy of Object Det... | 2020-04-23 | Code |
| 74 | MAFYOLOn | 42.4 | No | Multi-Branch Auxiliary Fusion YOLO with Re-param... | 2024-07-05 | Code |
| 75 | DAMO-YOLO-T | 42 | No | DAMO-YOLO : A Report on Real-Time Object Detecti... | 2022-11-23 | Code |
| 76 | Faster RCNN-FPN+ | 42 | Yes | End-to-End Object Detection with Transformers | 2020-05-26 | Code |
| 77 | YOLOv4-S | 41.2 | No | YOLOv4: Optimal Speed and Accuracy of Object Det... | 2020-04-23 | Code |
| 78 | YOLOv12n | 40.6 | No | YOLOv12: A Breakdown of the Key Architectural Fe... | 2025-02-20 | - |
| 79 | YOLOv11n | 39.5 | Yes | YOLOv11: An Overview of the Key Architectural En... | 2024-10-23 | Code |
| 80 | YOLOv10-N | 39.5 | Yes | YOLOv10: Real-Time End-to-End Object Detection | 2024-05-23 | Code |
| 81 | YOLOv6-N | 37.5 | Yes | YOLOv6 v3.0: A Full-Scale Reloading | 2023-01-13 | Code |
| 82 | YOLOv3-L | 33 | Yes | YOLOv3: An Incremental Improvement | 2018-04-08 | Code |
| 83 | YOLOv5n | 28 | Yes | - | - | Code |