Different Uses of Object Detection Models
1. Surveillance and security
YOLO Alternatives for Real-Time Object Detection will use the footage captured through the surveillance video to efficiently detect theft, suspicious human activities, people violating traffic rules, and so on.
2. Automobile
Object detection is mandatory for autonomous driving to determine whether the brake, acceleration, and turns are happening correctly. Object detection is a must to determine if there are any cars besides pedestrians, road signs, traffic signs, and other obstacles on the road while driving.
3. Medical
Object detection is widely used in medicine, especially radiology. It will only replace the radiologist’s experience to some extent but will reduce the time spent analyzing the ultrasound, MRI, and CT scans.
What are the YOLO Alternatives for Real-Time Object Detection?
Out of all, TensorFlow is the best as it is an open-source platform with many libraries, resources, and tools. It is used to build and deploy apps related to object detection and supports various languages like Python, C, C++, Javascript, and Java. It accelerates the ML implementation with reduced model size.
10 Best YOLO (You Only Look Once) Alternatives for Real-Time Object Detection in 2024
Human brains are powerful and can find objects in images with their visual system. It can perform complicated tasks like identifying objects and finding obstacles with ease. With vast amounts of data, quick GPUs, and better algorithms, the computers are now trained to detect and classify objects in an image accurately.
The objector detector will also count the number of objects in an image and track the location of it precisely while labeling it accurately. For instance, imagine a picture with two dogs and a single person. The object detection tool will scan through the image, classify the objects inside the image, and find examples. We have listed the ten YOLO Alternatives for Real-Time Object Detection.
10 Best YOLO (You Only Look Once) Alternatives for Real-Time Object Detection in 2024
- Top 10 Object Detection Tools in 2024
- TensorFlow
- Faster R-CNN (Region-based Convolutional Neural Network)
- EfficientDet
- RetinaNet
- Mask R-CNN
- CenterNet
- DETR
- Cascade R-CNN
- SSD
- FCOS
- Different Uses of Object Detection Models
- Conclusion
- FAQs – YOLO Alternatives for Real-Time Object Detection