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Author: AnanyaGubba

faster_rcnn_execution.ipynb

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+class,detection_count
+person,1512
+chair,133
+bicycle,99
+car,77
+bottle,65
+pottedplant,52
+horse,47
+tvmonitor,44
+motorbike,36
+sofa,30
+diningtable,23
+boat,9
+dog,7
+bird,5
+bus,4
+aeroplane,2
+train,2
+cat,0
+cow,0
+sheep,0

rcnn_results_csv/faster_rcnn_class_distribution.csv

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+model,avg_inference_ms,std_inference_ms,avg_fps,num_batches_tested
+Faster R-CNN (ResNet-50 + FPN),155.3247,21.3388,6.4381,50

rcnn_results_csv/faster_rcnn_detections.csv

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+model,num_epochs,final_train_loss,best_train_loss,mAP@0.5,mAP@0.5:0.95,avg_inference_ms,avg_fps,total_detections,avg_confidence,classes_detected,confidence_threshold
+Faster R-CNN (ResNet-50 + FPN),10,0.156,0.156,0.0,0.0,155.3247,6.4381,2147,0.8854,17,0.5

rcnn_results_csv/faster_rcnn_inference_speed.csv

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+epoch,train/loss
+1,0.39351986519002413
+2,0.28674892250943435
+3,0.2554258094279916
+4,0.19205157820369814
+5,0.1762298679148609
+6,0.16795804088192803
+7,0.15853910713971078
+8,0.1574449301052552
+9,0.15703138480601195
+10,0.15596147791541123