Video Instance Segmentation on YouTube-VIS validation

Metric: AP50 (higher is better)

LeaderboardDataset

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#	Model↕	AP50▼	Extra Data	Paper	Date↕	Code
1	CAVIS(ViT-L, Online)	89.3	Yes	Context-Aware Video Instance Segmentation	2024-07-03	Code
2	DVIS++(ViT-L, Online)	88.8	Yes	DVIS++: Improved Decoupled Framework for Univers...	2023-12-20	Code
3	DVIS	88	Yes	DVIS: Decoupled Video Instance Segmentation Fram...	2023-06-06	Code
4	Tube-Link	86.6	No	Tube-Link: A Flexible Cross Tube Framework for U...	2023-03-22	Code
5	MDQE(Swin-L)	84.9	No	MDQE: Mining Discriminative Query Embeddings to ...	2023-03-25	Code
6	Mask2Former (Swin-L)	84.4	No	Mask2Former for Video Instance Segmentation	2021-12-20	Code
7	MinVIS (Swin-L)	83.3	No	MinVIS: A Minimal Video Instance Segmentation Fr...	2022-08-03	Code
8	UniVS(Swin-L)	82.1	Yes	UniVS: Unified and Universal Video Segmentation ...	2024-02-28	Code
9	SeqFormer (Swin-L)	82.1	Yes	SeqFormer: Sequential Transformer for Video Inst...	2021-12-15	Code
10	DeVIS (Swin-L)	80.8	No	DeVIS: Making Deformable Transformers Work for V...	2022-07-22	Code
11	Video K-Net (Swin-Base)	79	No	Video K-Net: A Simple, Strong, and Unified Basel...	2022-04-10	Code
12	InstanceFormer(Swin-L)	78	Yes	InstanceFormer: An Online Video Instance Segment...	2022-08-22	Code
13	TCIS (Swin-S)	76.6	No	1st Place Solution for YouTubeVOS Challenge 2021...	2021-06-12	-
14	NOVIS (ResNet-50)	75.7	Yes	NOVIS: A Case for End-to-End Near-Online Video I...	2023-08-29	-
15	IDOL (ResNet-50)	74	No	In Defense of Online Models for Video Instance S...	2022-07-21	Code
16	Mask2Former (ResNet-101)	72.8	No	Mask2Former for Video Instance Segmentation	2021-12-20	Code
17	SeqFormer (ResNet-101)	71.1	Yes	SeqFormer: Sequential Transformer for Video Inst...	2021-12-15	Code
18	SeqFormer (ResNet-50)	69.8	Yes	SeqFormer: Sequential Transformer for Video Inst...	2021-12-15	Code
19	MSN	69.4	No	MSN: Efficient Online Mask Selection Network for...	2021-06-19	Code
20	InstanceFormer(ResNet-50)	68.6	Yes	InstanceFormer: An Online Video Instance Segment...	2022-08-22	Code
21	Mask2Former (ResNet-50)	68	No	Mask2Former for Video Instance Segmentation	2021-12-20	Code
22	SeqFormer (ResNet-50)	66.9	No	SeqFormer: Sequential Transformer for Video Inst...	2021-12-15	Code
23	DeVIS (ResNet-50)	66.7	No	DeVIS: Making Deformable Transformers Work for V...	2022-07-22	Code
24	IFC (ResNet-50)	65.8	No	Video Instance Segmentation using Inter-Frame Co...	2021-06-07	Code
25	VisTR(ResNet-101)	64	No	End-to-End Video Instance Segmentation with Tran...	2020-11-30	Code
26	VisTR(ResNet-50)	59.8	No	End-to-End Video Instance Segmentation with Tran...	2020-11-30	Code
27	ObjProp (ResNet-50)	59.4	No	Object Propagation via Inter-Frame Attentions fo...	2021-11-15	Code
28	CrossVIS (ResNet-101)	57.3	No	Crossover Learning for Fast Online Video Instanc...	2021-04-13	Code
29	STC (ResNet-50)	57.2	No	STC: Spatio-Temporal Contrastive Learning for Vi...	2022-02-08	-
30	STMask(R101-DCN-FPN)	56.8	No	Spatial Feature Calibration and Temporal Fusion ...	2021-04-06	Code
31	CompFeat(ResNet-50)	56	No	CompFeat: Comprehensive Feature Aggregation for ...	2020-12-07	Code
32	STEm-Seg (ResNet-101)	55.8	No	STEm-Seg: Spatio-temporal Embeddings for Instanc...	2020-03-18	Code
33	CSipMask	55.6	No	Occluded Video Instance Segmentation: A Benchmark	2021-02-02	Code
34	PCAN(ResNet-50)	54.9	No	Prototypical Cross-Attention Networks for Multip...	2021-06-22	Code
35	SipMask (ResNet-50, ms-train, single-scale test)	54.1	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
36	SipMask (ResNet-50, single-scale test)	53	No	SipMask: Spatial Information Preservation for Fa...	2020-07-29	Code
37	CMaskTrack R-CNN	52.8	No	Occluded Video Instance Segmentation: A Benchmark	2021-02-02	Code
38	TraDeS	52.6	No	Track to Detect and Segment: An Online Multi-Obj...	2021-03-16	Code
39	MaskTrack R-CNN (ResNet-50, single-scale training and test)	51.1	No	Video Instance Segmentation	2019-05-12	Code
40	STEm-Seg (ResNet-50)	50.7	No	STEm-Seg: Spatio-temporal Embeddings for Instanc...	2020-03-18	Code
41	DeepSORT	31.3	No	Simple Online and Realtime Tracking with a Deep ...	2017-03-21	Code
42	OSMN	28.6	No	Efficient Video Object Segmentation via Network ...	2018-02-04	Code