ML Research Wiki / Benchmarks / Semi-Supervised Video Object Segmentation / YouTube-VOS 2018

YouTube-VOS 2018

Semi-Supervised Video Object Segmentation Benchmark

Performance Over Time

📊 Showing 52 results | 📏 Metric: Overall

Top Performing Models

Rank Model Paper Overall Date Code
1 Cutie+ (base, MEGA) 📚 Putting the Object Back into Video Object Segmentation 87.50 2023-10-19 📦 hkchengrex/Cutie
2 XMem (BL30K, MS) 📚 XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 86.90 2022-07-14 📦 hkchengrex/XMem 📦 tianyuan168326/videosemanticcompression-pytorch
3 XMem (MS) 📚 XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 86.70 2022-07-14 📦 hkchengrex/XMem 📦 tianyuan168326/videosemanticcompression-pytorch
4 SwinB-AOTv2-L (all frames, MS) Scalable Video Object Segmentation with Identification Mechanism 86.50 2022-03-22 📦 yoxu515/aot-benchmark 📦 z-x-yang/AOT
5 SwinB-DeAOT-L Decoupling Features in Hierarchical Propagation for Video Object Segmentation 86.20 2022-10-18 📦 yoxu515/aot-benchmark 📦 z-x-yang/AOT
6 XMem (BL30K) 📚 XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 86.10 2022-07-14 📦 hkchengrex/XMem 📦 tianyuan168326/videosemanticcompression-pytorch
7 R50-DeAOT-L Decoupling Features in Hierarchical Propagation for Video Object Segmentation 86.00 2022-10-18 📦 yoxu515/aot-benchmark 📦 z-x-yang/AOT
8 SwinB-AOTv2-L (all frames) Scalable Video Object Segmentation with Identification Mechanism 85.80 2022-03-22 📦 yoxu515/aot-benchmark 📦 z-x-yang/AOT
9 XMem 📚 XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 85.70 2022-07-14 📦 hkchengrex/XMem 📦 tianyuan168326/videosemanticcompression-pytorch
10 R50-AOT-L (all frames) Associating Objects with Transformers for Video Object Segmentation 85.50 2021-06-04 📦 yoxu515/aot-benchmark 📦 z-x-yang/AOT

All Papers (52)