Abstract
åæ²¹ä½ä¸ºä¸ç§éè¦çæç¥ç©èµï¼å¨æå½ç»æµååäºçå¤ä¸ªé¢ååèµ·å°éè¦ä½ç¨ãæ¬ææåºä¸ç§åºäºæ·±åº¦å¦ä¹ çç®æ æ£æµæ¨¡åTCS-YOLOï¼Transformer-CBAM-SIoU YOLOï¼ï¼è¯¥æ¨¡åå¨YOLOv5çåºç¡ä¸è¿è¡ä¼åï¼åæ¶åºäºåæä¸å·å å¦é¥æå«æå½±åæ°æ®éè¿è¡å®éªï¼å¯¹å ¨çèå´å çå¨æ²¹ç½è¿è¡è¯å«ä¸åç±»ãä¼åå 容å æ¬ï¼æ·»å åºäºTransformeræ¶æçC3TRå±å¯¹ç½ç»è¿è¡ä¼åï¼ä½¿ç¨CBAMï¼Convolutional Block Attention Moduleï¼å¨ç½ç»å±ä¸æ·»å 注æåæºå¶ï¼ä½¿ç¨SIoUï¼Scale-Sensitive Intersection over Unionï¼ loss代æ¿CIoUï¼Complete Intersection over Unionï¼ lossä½ä¸ºå®ä½æ失å½æ°ãå®éªç»æ表æï¼ä¸YOLOv5ç¸æ¯ï¼TCS-YOLOç模åå¤æ度ï¼Giga Floating Point of Operationsï¼GFLOPsï¼å¹³ååå°3.13%ï¼æ¨¡ååæ°éï¼Parametersï¼å¹³ååå°0.88%ï¼æ¨çé度ï¼Inference Speedï¼å¹³åéä½0.2 msï¼mAP0.5ï¼mean Average Precisionï¼å¹³åæå0.2%ï¼mAP0.5â¶0.95å¹³åæå1.26%ãä¸æ¤åæ¶ï¼å°TCS-YOLO模åä¸éç¨ç®æ è¯å«æ¨¡åYOLOv3ï¼YOLOv4ï¼YOLOv5åSwin Transformerè¿è¡å¯¹æ¯å®éªï¼TCS-YOLOåä½ç°åºäºæ´é«æçç¹ç¹ãTCS-YOLO模åå¯¹å ¨çå¨æ²¹ç½çç®æ è¯å«å ·æéç¨å¯è¡æ§ï¼å¯ä¸ºé¥ææ°æ®å¨è½æºæè´§é¢åæä¾ææ¯åèã
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have
Schedule a callDisclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.
