| 1 | ISVOS (BL30K, MS) | 93.4 | Yes | Look Before You Match: Instance Understanding Ma... | 2022-12-13 | - |
| 2 | XMem (BL30K, MS) | 93.3 | Yes | XMem: Long-Term Video Object Segmentation with a... | 2022-07-14 | Code |
| 3 | SwinB-AOTv2-L (MS) | 93 | No | Scalable Video Object Segmentation with Identifi... | 2022-03-22 | Code |
| 4 | SwinB-AOST (L'=3, MS) | 93 | No | Scalable Video Object Segmentation with Identifi... | 2022-03-22 | Code |
| 5 | SwinB-DeAOT-L | 92.9 | No | Decoupling Features in Hierarchical Propagation ... | 2022-10-18 | Code |
| 6 | XMem (MS) | 92.7 | Yes | XMem: Long-Term Video Object Segmentation with a... | 2022-07-14 | Code |
| 7 | SwinB-AOTv2-L | 92.4 | No | Scalable Video Object Segmentation with Identifi... | 2022-03-22 | Code |
| 8 | SwinB-AOST (L'=3) | 92.4 | No | Scalable Video Object Segmentation with Identifi... | 2022-03-22 | Code |
| 9 | R50-DeAOT-L | 92.3 | No | Decoupling Features in Hierarchical Propagation ... | 2022-10-18 | Code |
| 10 | R50-AOST (L'=3) | 92.1 | No | Scalable Video Object Segmentation with Identifi... | 2022-03-22 | Code |
| 11 | SwinB-AOT-L | 92 | No | Associating Objects with Transformers for Video ... | 2021-06-04 | Code |
| 12 | XMem (BL30K) | 92 | Yes | XMem: Long-Term Video Object Segmentation with a... | 2022-07-14 | Code |
| 13 | QDMN | 92 | Yes | Learning Quality-aware Dynamic Memory for Video ... | 2022-07-16 | Code |
| 14 | R50-AOST (L'=2) | 92 | No | Scalable Video Object Segmentation with Identifi... | 2022-03-22 | Code |
| 15 | DeAOT-L | 92 | No | Decoupling Features in Hierarchical Propagation ... | 2022-10-18 | Code |
| 16 | STCN + TrickVOS (PT) | 91.8 | No | TrickVOS: A Bag of Tricks for Video Object Segme... | 2023-06-27 | - |
| 17 | RAVOS | 91.7 | Yes | Region Aware Video Object Segmentation with Deep... | 2022-07-21 | - |
| 18 | STCN | 91.7 | Yes | Rethinking Space-Time Networks with Improved Mem... | 2021-06-09 | Code |
| 19 | XMem | 91.5 | Yes | XMem: Long-Term Video Object Segmentation with a... | 2022-07-14 | Code |
| 20 | MobileVOS (BL30K) | 91.4 | Yes | MobileVOS: Real-Time Video Object Segmentation C... | 2023-03-14 | - |
| 21 | R50-AOT-L | 91.1 | No | Associating Objects with Transformers for Video ... | 2021-06-04 | Code |
| 22 | MiVOS | 91 | Yes | Modular Interactive Video Object Segmentation: I... | 2021-03-14 | Code |
| 23 | DeAOT-B | 91 | No | Decoupling Features in Hierarchical Propagation ... | 2022-10-18 | Code |
| 24 | HMMN | 90.8 | Yes | Hierarchical Memory Matching Network for Video O... | 2021-09-23 | Code |
| 25 | XMem (DAVIS+YouTubeVOS only) | 90.8 | Yes | XMem: Long-Term Video Object Segmentation with a... | 2022-07-14 | Code |
| 26 | MobileVOS | 90.6 | No | MobileVOS: Real-Time Video Object Segmentation C... | 2023-03-14 | - |
| 27 | RPCMVOS | 90.6 | No | Reliable Propagation-Correction Modulation for V... | 2021-12-06 | Code |
| 28 | KMN | 90.5 | No | Kernelized Memory Network for Video Object Segme... | 2020-07-16 | Code |
| 29 | AOT-L | 90.4 | No | Associating Objects with Transformers for Video ... | 2021-06-04 | Code |
| 30 | R50-AOST (L'=1) | 90.3 | No | Scalable Video Object Segmentation with Identifi... | 2022-03-22 | Code |
| 31 | AOT-L | 89.9 | No | Associating Objects with Transformers for Video ... | 2021-06-04 | Code |
| 32 | CFBI+ | 89.9 | No | Collaborative Video Object Segmentation by Multi... | 2020-10-13 | Code |
| 33 | STM | 89.4 | Yes | Video Object Segmentation using Space-Time Memor... | 2019-04-01 | Code |
| 34 | AOT-S | 89.4 | No | Associating Objects with Transformers for Video ... | 2021-06-04 | Code |
| 35 | CFBI | 89.4 | No | Collaborative Video Object Segmentation by Foreg... | 2020-03-18 | Code |
| 36 | Lightweight TrickVOS (PT) | 89.3 | No | TrickVOS: A Bag of Tricks for Video Object Segme... | 2023-06-27 | - |
| 37 | DeAOT-S | 89.3 | No | Decoupling Features in Hierarchical Propagation ... | 2022-10-18 | Code |
| 38 | DeAOT-T | 88.9 | No | Decoupling Features in Hierarchical Propagation ... | 2022-10-18 | Code |
| 39 | RMNet | 88.8 | Yes | Efficient Regional Memory Network for Video Obje... | 2021-03-24 | Code |
| 40 | MHP-VOS | 88.55 | No | MHP-VOS: Multiple Hypotheses Propagation for Vid... | 2019-04-17 | Code |
| 41 | SWEM (val) | 88.1 | No | SWEM: Towards Real-Time Video Object Segmentatio... | 2022-08-22 | Code |
| 42 | XMem (DAVIS only) | 87.8 | No | XMem: Long-Term Video Object Segmentation with a... | 2022-07-14 | Code |
| 43 | RANet+ (online learning) | 87.1 | No | RANet: Ranking Attention Network for Fast Video ... | 2019-08-19 | Code |
| 44 | e-OSVOS | 86.8 | Yes | Make One-Shot Video Object Segmentation Efficien... | 2020-12-03 | Code |
| 45 | AOT-T | 86.8 | No | Associating Objects with Transformers for Video ... | 2021-06-04 | Code |
| 46 | PReMVOS | 86.75 | No | PReMVOS: Proposal-generation, Refinement and Mer... | 2018-07-24 | Code |
| 47 | OSVOS-S | 86.55 | No | Video Object Segmentation Without Temporal Infor... | 2017-09-18 | - |
| 48 | LSMVOS | 86.5 | No | LSMVOS: Long-Short-Term Similarity Matching for ... | 2020-09-02 | Code |
| 49 | SSM-VOS | 85.9 | No | - | - | Code |
| 50 | OnAVOS | 85.5 | No | Online Adaptation of Convolutional Neural Networ... | 2017-06-28 | - |
| 51 | RANet | 85.45 | No | RANet: Ranking Attention Network for Fast Video ... | 2019-08-19 | Code |
| 52 | CINM | 84.2 | No | CNN in MRF: Video Object Segmentation via Infere... | 2018-03-26 | - |
| 53 | Spatiotemporal CNN | 83.8 | No | Spatiotemporal CNN for Video Object Segmentation | 2019-04-04 | Code |
| 54 | VOSwL | 83.65 | No | Video Object Segmentation with Language Referrin... | 2018-03-21 | - |
| 55 | Lucid | 82.95 | No | Lucid Data Dreaming for Video Object Segmentation | 2017-03-28 | Code |
| 56 | AGAME | 81.85 | No | A Generative Appearance Model for End-to-end Vid... | 2018-11-28 | Code |
| 57 | RGMP | 81.75 | No | - | - | Code |
| 58 | FRTM (val) | 81.7 | No | Learning Fast and Robust Target Models for Video... | 2020-02-27 | Code |
| 59 | FEELVOS | 81.65 | No | FEELVOS: Fast End-to-End Embedding Learning for ... | 2019-02-25 | Code |
| 60 | CRVOS | 81.6 | No | CRVOS: Clue Refining Network for Video Object Se... | 2020-02-10 | Code |
| 61 | FAVOS | 80.95 | No | Fast and Accurate Online Video Object Segmentati... | 2018-06-06 | Code |
| 62 | OSVOS | 80.2 | No | One-Shot Video Object Segmentation | 2016-11-16 | Code |
| 63 | Siam R-CNN | 78.6 | No | Siam R-CNN: Visual Tracking by Re-Detection | 2019-11-28 | Code |
| 64 | Hou et al. | 77.75 | No | An Efficient 3D CNN for Action/Object Segmentati... | 2019-07-21 | - |
| 65 | MSK | 77.55 | No | Learning Video Object Segmentation from Static I... | 2016-12-08 | Code |
| 66 | PML | 77.4 | No | Blazingly Fast Video Object Segmentation with Pi... | 2018-04-09 | - |
| 67 | SFL | 76.05 | No | SegFlow: Joint Learning for Video Object Segment... | 2017-09-20 | Code |
| 68 | OSMN | 73.45 | No | Efficient Video Object Segmentation via Network ... | 2018-02-04 | Code |
| 69 | CTN | 71.4 | No | - | - | - |
| 70 | SiamMask | 69.75 | No | Fast Online Object Tracking and Segmentation: A ... | 2018-12-12 | Code |
| 71 | RGMP (val) | 68.8 | No | Fast Video Object Segmentation With Temporal Agg... | 2020-07-11 | - |
| 72 | VPN | 67.9 | No | Video Propagation Networks | 2016-12-16 | - |
| 73 | PLM | 66.35 | No | Pixel-Level Matching for Video Object Segmentati... | 2017-08-17 | - |
| 74 | OFL | 65.7 | Yes | - | - | - |
| 75 | MuG-W | 64.65 | No | Learning Video Object Segmentation from Unlabele... | 2020-03-10 | Code |
| 76 | BVS | 59.4 | No | - | - | - |
| 77 | FCP | 53.8 | No | - | - | - |