The Art of Camouflage: Few-Shot Learning for Animal Detection and Segmentation

Open paper
Benchmark Model Rank Results
few-shot-instance-segmentation-on-camo-fsFS-CDIS (M-RCNN+IMS 5-shot)#1mask AP: 9.82
few-shot-instance-segmentation-on-camo-fsFS-CDIS (MTFA+IMS 5-shot)#2mask AP: 9.61
few-shot-instance-segmentation-on-camo-fsFS-CDIS (M-RCNN+ITL 5-shot)#3mask AP: 9.35
few-shot-instance-segmentation-on-camo-fsFS-CDIS (iFS-RCNN+IMS 5-shot)#4mask AP: 9.03
few-shot-instance-segmentation-on-camo-fsFS-CDIS (M-RCNN+IMS 3-shot)#5mask AP: 8.65
few-shot-instance-segmentation-on-camo-fsFS-CDIS (Res101-MTFA+ITL 1-shot)#6mask AP: 8.48
few-shot-instance-segmentation-on-camo-fsFS-CDIS (M-RCNN+IMS 2-shot)#7mask AP: 7.84
few-shot-instance-segmentation-on-camo-fsFS-CDIS (MTFA+IMS 3-shot)#8mask AP: 7.36
few-shot-instance-segmentation-on-camo-fsFS-CDIS (MTFA+IMS 2-shot)#9mask AP: 6.95
few-shot-instance-segmentation-on-camo-fsFS-CDIS (iFS-RCNN+IMS 2-shot)#10mask AP: 6.83
few-shot-instance-segmentation-on-camo-fsFS-CDIS (iFS-RCNN+IMS 3-shot)#11mask AP: 6.14
few-shot-instance-segmentation-on-camo-fsFS-CDIS (M-RCNN+ITL 2-shot)#12mask AP: 6.01
few-shot-instance-segmentation-on-camo-fsFS-CDIS (MTFA+IMS 1-shot)#13mask AP: 5.46
few-shot-instance-segmentation-on-camo-fsFS-CDIS (M-RCNN+ITL 1-shot)#14mask AP: 5.35
few-shot-instance-segmentation-on-camo-fsFS-CDIS (iFS-RCNN+IMS 1-shot)#15mask AP: 2.99
few-shot-object-detection-on-camo-fsFS-CDIS (MTFA+IMS 5-shot)#1box AP: 10.36
few-shot-object-detection-on-camo-fsFS-CDIS (Res101-MTFA+IMS 5-shot)#2box AP: 10.36
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+ITL 5-shot)#3box AP: 10.36
few-shot-object-detection-on-camo-fsFS-CDIS (Res101-MTFA+ITL 5-shot)#4box AP: 9.76
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+ITL 5-shot)#5box AP: 9.67
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+IMS 5-shot)#6box AP: 9.52
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+IMS 5-shot)#7box AP: 8.44
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+IMS 3-shot)#8box AP: 7.96
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+ITL 3-shot)#9box AP: 7.85
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+ITL 2-shot)#10box AP: 7.56
few-shot-object-detection-on-camo-fsFS-CDIS (MTFA+IMS 3-shot)#11box AP: 7.55
few-shot-object-detection-on-camo-fsFS-CDIS (Res101-MTFA+IMS 3-shot)#12box AP: 7.55
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+IMS 2-shot)#13box AP: 7.39
few-shot-object-detection-on-camo-fsFS-CDIS (Res101-MTFA+ITL 2-shot)#14box AP: 7.28
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+ITL 3-shot)#15box AP: 7.1
few-shot-object-detection-on-camo-fsFS-CDIS (MTFA+IMS 2-shot)#16box AP: 6.95
few-shot-object-detection-on-camo-fsFS-CDIS (Res101-MTFA+IMS 2-shot)#17box AP: 6.95
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+IMS 2-shot)#18box AP: 6.39
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+IMS 3-shot)#19box AP: 5.94
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+ITL 2-shot)#20box AP: 5.66
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+ITL 1-shot)#21box AP: 5.08
few-shot-object-detection-on-camo-fsFS-CDIS (M-RCNN+IMS 1-shot)#22box AP: 4.92
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+ITL 1-shot)#23box AP: 4.71
few-shot-object-detection-on-camo-fsFS-CDIS (MTFA+IMS 1-shot)#24box AP: 4.5
few-shot-object-detection-on-camo-fsFS-CDIS (Res101-MTFA+ITL 1-shot)#25box AP: 4.04
few-shot-object-detection-on-camo-fsFS-CDIS (iFS-RCNN+IMS 1-shot)#26box AP: 2.74

Rank counts only results with a code link.