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SotA/Computer Vision/Video Instance Segmentation/OVIS validation

Video Instance Segmentation on OVIS validation

Metric: AP75 (higher is better)

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#Model↕AP75▼Extra DataPaperDate↕Code
1CAVIS(VIT-L, Offline)63.5YesContext-Aware Video Instance Segmentation2024-07-03Code
2DVIS-DAQ(VIT-L, Offline)62.9YesDVIS-DAQ: Improving Video Segmentation via Dynam...2024-03-29Code
3DVIS++(VIT-L,Offline)58.5YesDVIS++: Improved Decoupled Framework for Univers...2023-12-20Code
4GLEE-Pro55.5YesGeneral Object Foundation Model for Images and V...2023-12-14Code
5DVIS++(VIT-L, Online)55YesDVIS++: Improved Decoupled Framework for Univers...2023-12-20Code
6DVIS(Swin-L, Offline)53NoDVIS: Decoupled Video Instance Segmentation Fram...2023-06-06Code
7UNINEXT (ViT-H, Online)52.2YesUniversal Instance Perception as Object Discover...2023-03-12Code
8DVIS(Swin-L, Online)49.2NoDVIS: Decoupled Video Instance Segmentation Fram...2023-06-06Code
9RefineVIS (Swin-L, offline)48.4YesRefineVIS: Video Instance Segmentation with Temp...2023-06-07-
10GRAtt-VIS (Swin-L)47.8YesGRAtt-VIS: Gated Residual Attention for Auto Rec...2023-05-26Code
11GenVIS (Swin-L)47.8YesA Generalized Framework for Video Instance Segme...2022-11-16Code
12CTVIS (Swin-L)47.5YesCTVIS: Consistent Training for Online Video Inst...2023-07-24Code
13IDOL (Swin-L)45.2NoIn Defense of Online Models for Video Instance S...2022-07-21Code
14TarViS (Swin-L)44.6YesTarViS: A Unified Approach for Target-based Vide...2023-01-06Code
15MDQE(SwinL)44.3NoMDQE: Mining Discriminative Query Embeddings to ...2023-03-25Code
16NOVIS (Swin-L)43.8YesNOVIS: A Case for End-to-End Near-Online Video I...2023-08-29-
17ROVIS (Swin-L)42.6NoRobust Online Video Instance Segmentation with T...2022-11-16Code
18MinVIS (Swin-L)41.3NoMinVIS: A Minimal Video Instance Segmentation Fr...2022-08-03Code
19DVIS++(R50, Offline)40.9YesDVIS++: Improved Decoupled Framework for Univers...2023-12-20Code
20BoxVIS(Swin-L & Box-sup)39.9NoBoxVIS: Video Instance Segmentation with Box Ann...2023-03-26Code
21DeVIS (Swin-L)38.3NoDeVIS: Making Deformable Transformers Work for V...2022-07-22Code
22DVIS++(R50, Online)37.3YesDVIS++: Improved Decoupled Framework for Univers...2023-12-20Code
23GRAtt-VIS (ResNet-50)36.8YesGRAtt-VIS: Gated Residual Attention for Auto Rec...2023-05-26Code
24UNINEXT (ResNet-50, Online)35.6YesUniversal Instance Perception as Object Discover...2023-03-12Code
25CTVIS (ResNet-50)34.9YesCTVIS: Consistent Training for Online Video Inst...2023-07-24Code
26TarViS (Swin-T)34.4YesTarViS: A Unified Approach for Target-based Vide...2023-01-06Code
27NOVIS (ResNet-50)32.6YesNOVIS: A Case for End-to-End Near-Online Video I...2023-08-29-
28TarViS (ResNet-50)30.4YesTarViS: A Unified Approach for Target-based Vide...2023-01-06Code
29Tube-Link(ResNet-50)30.2NoTube-Link: A Flexible Cross Tube Framework for U...2023-03-22Code
30IDOL (ResNet-50)30NoIn Defense of Online Models for Video Instance S...2022-07-21Code
31VITA (Swin-L)24.9YesVITA: Video Instance Segmentation via Object Tok...2022-06-09Code
32InstanceFormer (Swin-L)21.61YesInstanceFormer: An Online Video Instance Segment...2022-08-22Code
33DeVIS (ResNet-50)20.8NoDeVIS: Making Deformable Transformers Work for V...2022-07-22Code
34InstanceFormer(ResNet-50)18.1YesInstanceFormer: An Online Video Instance Segment...2022-08-22Code
35CrossVIS (ResNet-50, calibration)16.9NoCrossover Learning for Fast Online Video Instanc...2021-04-13Code
36STMask(R101-DCN-FPN)15.2NoSpatial Feature Calibration and Temporal Fusion ...2021-04-06Code
37TeViT (ResNet-50)15NoTemporally Efficient Vision Transformer for Vide...2022-04-18Code
38Mask2Former-VIS14.1NoMask2Former for Video Instance Segmentation2021-12-20Code
39D2Conv3D (ResNet-50)13.7No--Code
40STC (ResNet-50)13.4NoSTC: Spatio-Temporal Contrastive Learning for Vi...2022-02-08-
41CMaskTrack R-CNN (ResNet-50)13.1NoOccluded Video Instance Segmentation: A Benchmark2021-02-02Code
42CSipMask (ResNet-50)12.5NoOccluded Video Instance Segmentation: A Benchmark2021-02-02Code
43CrossVIS (ResNet-50)12.1NoCrossover Learning for Fast Online Video Instanc...2021-04-13Code