Table 8

The access links of lightweight MOS models.

No.YearModelAuthorImplementationCode and Result Link
12016MSCNN+Cascade [216]Yi Wanget al.Matlabhttps://github.com/zhimingluo/MovingObjectSegmentation
22018FgSegNet_M [96]Long Ang Limet al.Kerashttps://github.com/lim-anggun/FgSegNet
32018FgSegNet_v2 [110]Long Ang Limet al.Kerashttps://github.com/lim-anggun/FgSegNetv2
420193D CNN-LSTM [2]Akilanet al.Kerashttps://github.com/nalika/A-3D-CNN-LSTM-Based-Image-to-Image-Foreground-Segmentation
52019AGSS [112]Huaijia Linet al.Pytorchhttps://github.com/Jia-Research-Lab/AGSS-VOS
62019AGAME [88]Joakim Johnanderet al.Pytorchhttps://github.com/joakimjohnander/agame-vos
72019RANet [219]Ziqin Wanget al.Pytorchhttps://github.com/Storife/RANet/
82019SiamMask(ResNet-50) [210]Qiang Wanget al.Pytorchhttps:github.com/foolwood/SiamMask
92019MvRF-CNN [3]Akilanet al.Kerashttps:github.com/taimurhassan/inc-inst-seg
102020SAT-Fast [32]Xi Chenet al.Pytorchhttps:github.com/MegviiDetection/videoanalyst
112020SAT [32]Xi Chenet al.Pytorchhttps:github.com/MegviiDetection/videoanalyst
122020FRTM-fast [170]Andreas Robinsonet al.Pytorchhttps:github.com/andr345/frtm-vos
132020Fasttmu [188]Mingjie Sunet al.Pytorchhttps://github.com/insomnia94/FTMU
142020TVOS [247]Yizhuo Zhanget al.Pytorchhttps://github.com/microsoft/transductive-vos.pytorch
152020LWL [13]Goutam Bhatet al.Pytorchhttps://github.com/visionml/pytracking
162020MSN [222]Ruizheng Wuet al.Pytorchhttps://github.com/dvlab-research/MSN
172020RT-SBS [43]Anthony Cioppaet al.Pytorchhttps://github.com/cioppaanthony/rt-sbs
1820202D_Separable CNN [74]Bingxin Houet al.Tensorflowhttps://github.com/houbingxin/2DsepMOD
192021BSUV-Net 2.0 [193]Ozan Tezcanet al.Pytorchhttps://github.com/ozantezcan/BSUV-Net-2.0
202021AOT-T [232]Zongxin Yanget al.Pytorchhttps://github.com/z-x-yang/AOT
212021SwiftNet (ResNet-18) [206]Haochen Wanget al.Pytorchhttps://github.com/haochenheheda/SwiftNet
222021SwiftNet (ResNet-50) [206]Haochen Wanget al.Pytorchhttps://github.com/haochenheheda/SwiftNet
232021G-FRTM [155]Andreas Robinsonet al.Pytorchhttps://github.com/HYOJINPARK/Reuse_VOS
242021TTVOS(HRNet) [154]Hyojin Parket al.Pytorchhttps://github.com/HYOJINPARK/TTVOS
252021TTVOS(ResNet-50) [154]Hyojin Parket al.Pytorchhttps://github.com/HYOJINPARK/TTVOS
262021RMNet [225]Haozhe Xieet al.Pytorchhttps://github.com/hzxie/RMNet
272021DDEAL(Res101) [236]Yingjie Yinet al.Pytorchhttps://github.com/YingjieYin/Directional-Deep-Embedding-and-Appearance-Learning-for-Fast-Video-Object-Segmentation
2820213DS MM [75]Bingxin Houet al.Pytorchhttps://github.com/houbingxin/3DSMM
292021F3DsCNN [76]Bingxin Houet al.Pytorchhttps://github.com/houbingxin/F3DsCNN

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