Short name:
SW_YoloX_det
Description:
Shift Window-YOLOX (SW-YOLOX) incorporates a novel Shift Window-Path Aggregation Feature Pyramid Network (SW-PAFPN) to integrate with the YOLOX detector, further enhancing feature extraction and the robustness of pedestrian detection.
Reference:
C.-Y. Tsai, R.-Y. Wang and Y.-C. Chiu, “SW-YOLOX: A Real-Time Pedestrian Detection System Based on Sliding Window-Mixed Attention Mechanism in YOLOX Lightweight Network,” Neurocomputing, accepted for publication, DOI: https://doi.org/10.1016/j.neucom.2024.128357
Last submitted:
July 11, 2023 (1 year ago)
Published:
July 11, 2023 at 19:47:29 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
2.4 GHZ,24 Core
Runtime:
17.0 Hz
Benchmark performance:
Sequence | AP | MODA | MODP | FAF | TP | FP | FN | Rcll | Prcn | F1 |
MOT20Det | 0.90 | 85.8 | 82.4 | 4.6 | 315,227 | 20,493 | 28,297 | 91.8 | 93.9 | 92.8 |
Detailed performance:
Raw data: