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What is the "fast version" of ZFNet referenced in SPPNet and Faster R-CNN papers?

I'm reading old papers: SPPNet: Link Faster R-CNN: Link In both cases, the authors refer to a "fast version of Zeiler and Fergus (ZF) Net"; specifically: In SPPNet: ZF-5: this ...
Papemax89's user avatar
0 votes
1 answer
66 views

Classification: ClassA vs. "everything else"

I am trying to create a neural network for recognizing a particular object. Maybe I am approaching this task from the wrong side, but, in my mind, this task boils down to teaching the network to do a ...
Dmytro Titov's user avatar
1 vote
1 answer
364 views

Why are axes-aligned bounding boxes used in object detection

I understand (I think) why in object detection, the result is a rectangle: it is a simple shape that can be defined by 4 variables (2 pairs coords of opposite corners or 1 pair of coords + width and ...
Jan Pisl's user avatar
  • 205
5 votes
1 answer
4k views

Which is the "BEST" deep learning model for "Custom" object detection for images & real time. YOLO v3, v4, v5, EfficientDet?

Whenever I look for object detection model, I find YOLO v3 most of the times and that might be due to the fact that it is the last version created by original ...
Deshwal's user avatar
  • 323
3 votes
0 answers
983 views

How to calculate Average Precision for Image Segmentation?

If I've understood things correctly, when calculating AP for Object Detection (e.g. VOC, COCO etc) the procedure is: collect up all the detected objects in your dataset sort the detections by their ...
craq's user avatar
  • 131
3 votes
1 answer
277 views

How to label "other" while labeling image for object detection/classification?

I want to train a model to recognize the different categories of food e.g. rice, burger, apple, pizza, orange and other things. After the first training, I realized that the model is detecting other ...
TSR's user avatar
  • 141