Research Article

Top-Down and Bottom-Up Cues Based Moving Object Detection for Varied Background Video Sequences

Table 5

Comparison of recall of proposed approaches.

Video name Total Objects Method 1 Method 2 Method 3 Method 4 Method 5 Method 6 Method 7 GMM [10] KDE [15]

ATM 698 0.9327 0.7321 0.8553 0.8653 0.7736 0.8926 0.9656 0.6977 0.7206
Cam 4431 0.977 0.9068 0.9278 0.8996 0.8797 0.9429 0.9964 0.8497 0.8693
Campus_raw 1104 0.9909 0.8995 0.9248 0.8659 0.9031 0.9275 0.9508 0.7506 0.7837
EPC-200-day-bird1100 0.9136 0.9036 0.8845 0.8991 0.8164 0.93 0.9955 0.8016 0.8370
HALLWAY_A 621 0.9758 0.8776 0.8148 0.7552 0.8229 0.9581 0.9973 0.7036 0.7773
highwayI_raw 410 0.9488 0.8 0.7268 0.7439 0.8293 0.9024 0.9887 0.5845 0.6844
person15_walking_d1_uncomp705 0.9773 0.8539 0.8851 0.8468 0.8667 0.9390 0.9707 0.6976 0.5707
stair 678 0.9499 0.8525 0.8894 0.8732 0.9027 0.9292 0.9574 0.7376 0.7986
visor_1197284015696_07_fumogeno41995 0.985 0.9529 0.9514 0.9173 0.9624 0.9754 0.9975 0.8617 0.8802
Overall Recall ā€‰0.9612 0.8643 0.8733 0.8518 0.8619 0.9330 0.98 0.7427 0.7691