Faster R-CNN (Region-based Convolutional Neural Network)
Faster R-CNN is one of the best object detection algorithms, and it uses a regional proposal network to generate object bounding boxes. It is highly accurate when region proposals and object classification are used.
Features
- Faster R-CNN will generate region proposals by checking the anchor boxes at different scales and aspect ratios.
- It generates a two-stage detection pipeline where, in the first stage, it creates regional proposals, and in the second phase, it filters and classifies the proposals.
- Extract fixed-size feature maps from the complex feature maps depending on the region proposals.
- Handles the regions of different sizes and locations, making it invariant at various locations and scales.
Pros
- Generate region proposals for different types of objects embedded in an image.
- Have the ability to detect over 80 classes.
Cons
- It takes a lot of time to detect objects.
- The architecture used by this tool has some things that could be improved.
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
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