3A-YOLO: New Real-Time Object Detectors with Triple Discriminative Awareness and Coordinated Representations

Benchmark Model Rank Results
real-time-object-detection-on-coco-test-dev3A-YOLO (CSPDarknet-53, 416)–box AP: 43.8FPS (batch 1, GPU in brackets): 92.6 (V100)
real-time-object-detection-on-coco-test-dev3A-YOLO (CSPDarknet-53, 512)–box AP: 47.0FPS (batch 1, GPU in brackets): 80.3 (V100)
real-time-object-detection-on-coco-test-dev3A-YOLO (CSPDarknet-53, 608)–box AP: 49.7FPS (batch 1, GPU in brackets): 60.1 (V100)
real-time-object-detection-on-coco-test-dev3A-YOLO-X (640)–box AP: 50.6FPS (batch 1, GPU in brackets): 57.4 (V100)
real-time-object-detection-on-coco-val20173A-YOLO-Nano–box AP: 23.5
real-time-object-detection-on-coco-val20173A-YOLO-Tiny–box AP: 25.9