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notes_data.txt
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notes_data.txt
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##########################################################################################
-=-=-=-=- Information about the training of Faster-RCNN on ImageNet -=-=-=-=-
##########################################################################################
####################
-=-=- ImageNet -=-=-
####################
-=-=- TRAINING & VALIDATION -=-=-
Iterations: 270k
Rational: at 270k, the ap@75 peaked
Plotting: 'plot_imagenet.p' (uncomment the "#*.png" command)
File: "imagenet_validation.png"
-=-=- COCO -=-=-
Person AP:
-=-=- VOC -=-=-
Person AP:
-=-=- SUN -=-=-
Person AP:
-=-=- Caltech Pedestrian -=-=-
Person AP:
-=-=- CAM2 -=-=-
Person AP:
-=-=- INRIA -=-=-
Person AP:
-=-=- KITTI -=-=-
Person AP:
################
-=-=- COCO -=-=-
################
-=-=- TRAINING & VALIDATION -=-=-
Iterations:
Rational:
Plotting:
File:
-=-=- ImageNet -=-=-
-=-=- VOC -=-=-
-=-=- SUN -=-=-
-=-=- Caltech Pedestrian -=-=-
-=-=- CAM2 -=-=-
-=-=- INRIA -=-=-
-=-=- KITTI -=-=-
###############
-=-=- VOC -=-=-
###############
# people annos: 28076 = 10675 ('07) + 17401 ('12')
-=-=- TRAINING & VALIDATION -=-=-
Iterations: 70k
Rational: The ap@75 peaked
Plotting:
File:
-=-=- ImageNet -=-=-
-=-=- COCO -=-=-
-=-=- SUN -=-=-
-=-=- Caltech Pedestrian -=-=-
-=-=- CAM2 -=-=-
-=-=- INRIA -=-=-
-=-=- KITTI -=-=-
##############################
-=-=- Caltech Pedestrian -=-=-
##############################
-=-=- TRAINING & VALIDATION -=-=-
Iterations: 440k
Rational: at 440k there was a significant peak at for ap@95 (ap~=0.091)
Plotting:
File:
-=-=- ImageNet -=-=-
-=-=- COCO -=-=-
-=-=- VOC -=-=-
-=-=- SUN -=-=-
-=-=- CAM2 -=-=-
-=-=- INRIA -=-=-
-=-=- KITTI -=-=-
###############
-=-=- SUN -=-=-
###############
-=-=- TRAINING & VALIDATION -=-=-
Note enough annotations to train a model
6202 instances of people
#################
-=-=- KITTI -=-=-
#################
-=-=- TRAINING & VALIDATION -=-=-
Note enough annotations to train a model
4487 of Pedestrian
6336 annotations of people related classes (Person_sitting + Pedestrain + Cyclist)