Papers with Code · CC BY-SA 4.0

OVIS validation

아카이브 평가 44건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
DVIS-DAQ(VIT-L, Offline)	mask AP 57.1 AP50 83.8 AP75 62.9	DVIS-DAQ: Improving Video Segmentation via Dynamic Anchor Queries 2024-03-29	코드 1 · 코드 2 · 코드 3
CAVIS(VIT-L, Offline)	mask AP 57.1 AP50 82.6 AP75 63.5 AR1 21.2 AR10 61.8	Context-Aware Video Instance Segmentation 2024-07-03	코드 1
DVIS++(VIT-L,Offline)	mask AP 53.4 AP50 78.9 AP75 58.5	DVIS++: Improved Decoupled Framework for Universal Video Segmentation 2023-12-20	코드 1
GLEE-Pro	mask AP 50.4 AP75 55.5	General Object Foundation Model for Images and Videos at Scale 2023-12-14	코드 1
DVIS(Swin-L, Offline)	mask AP 49.9 AP50 75.9 AP75 53.0 AR1 19.4 AR10 55.3	DVIS: Decoupled Video Instance Segmentation Framework 2023-06-06	코드 1
DVIS++(VIT-L, Online)	mask AP 49.6 AP50 72.5 AP75 55.0 AR1 20.8 AR10 54.6 APso 69.9 APmo 56.6 APho 27.1	DVIS++: Improved Decoupled Framework for Universal Video Segmentation 2023-12-20	코드 1
UNINEXT (ViT-H, Online)	mask AP 49.0 AP50 72.5 AP75 52.2	Universal Instance Perception as Object Discovery and Retrieval 2023-03-12	코드 1
DVIS(Swin-L, Online)	mask AP 47.1 AP50 71.9 AP75 49.2 AR1 19.4 AR10 52.5	DVIS: Decoupled Video Instance Segmentation Framework 2023-06-06	코드 1
CTVIS (Swin-L)	mask AP 46.9 AP50 71.5 AP75 47.5 APmo 52.1 APho 19.1	CTVIS: Consistent Training for Online Video Instance Segmentation 2023-07-24	코드 1
RefineVIS (Swin-L, offline)	mask AP 46 AP50 70.4 AP75 48.4 AR1 19.1 AR10 51.2	RefineVIS: Video Instance Segmentation with Temporal Attention Refinement 2023-06-07	연결 없음
GRAtt-VIS (Swin-L)	mask AP 45.7 AP50 69.1 AP75 47.8 AR1 19.2 AR10 49.4	GRAtt-VIS: Gated Residual Attention for Auto Rectifying Video Instance Segmentation 2023-05-26	코드 1
GenVIS (Swin-L)	mask AP 45.4 AP50 69.2 AP75 47.8 AR1 18.9 AR10 49.0	A Generalized Framework for Video Instance Segmentation 2022-11-16	코드 1
NOVIS (Swin-L)	mask AP 43.5 AP50 68.3 AP75 43.8 AR1 19.4 AR10 46.9	NOVIS: A Case for End-to-End Near-Online Video Instance Segmentation 2023-08-29	연결 없음
TarViS (Swin-L)	mask AP 43.2 AP50 67.8 AP75 44.6 AR1 18.0 AR10 50.4	TarViS: A Unified Approach for Target-based Video Segmentation 2023-01-06	코드 1
MDQE(SwinL)	mask AP 42.6 AP50 67.8 AP75 44.3 AR1 18.3 AR10 46.5 APso 65.1 APmo 49.3 APho 21.6	MDQE: Mining Discriminative Query Embeddings to Segment Occluded Instances on Challenging Videos 2023-03-25	코드 1
IDOL (Swin-L)	mask AP 42.6 AP50 65.7 AP75 45.2 AR1 17.9 AR10 49.6	In Defense of Online Models for Video Instance Segmentation 2022-07-21	코드 1 · 코드 2
ROVIS (Swin-L)	mask AP 42.6 AP50 64.7 AP75 42.6 AR1 18.4 AR10 49.1	Robust Online Video Instance Segmentation with Track Queries 2022-11-16	코드 1
UniVS(Swin-L)	mask AP 41.7	UniVS: Unified and Universal Video Segmentation with Prompts as Queries 2024-02-28	코드 1
DVIS++(R50, Offline)	mask AP 41.2 AP50 68.9 AP75 40.9 AR1 16.8 AR10 47.3	DVIS++: Improved Decoupled Framework for Universal Video Segmentation 2023-12-20	코드 1
BoxVIS(Swin-L & Box-sup)	mask AP 40.6 AP50 68.4 AP75 39.9 APso 59.4 APmo 45.8 APho 20.9	BoxVIS: Video Instance Segmentation with Box Annotations 2023-03-26	코드 1
MinVIS (Swin-L)	mask AP 39.4 AP50 61.5 AP75 41.3 AR1 18.1 AR10 43.3	MinVIS: A Minimal Video Instance Segmentation Framework without Video-based Training 2022-08-03	코드 1 · 코드 2
DVIS++(R50, Online)	mask AP 37.2 AP50 62.8 AP75 37.3 AR1 15.8 AR10 42.9	DVIS++: Improved Decoupled Framework for Universal Video Segmentation 2023-12-20	코드 1
GRAtt-VIS (ResNet-50)	mask AP 36.2 AP50 60.8 AP75 36.8 AR1 16.8 AR10 40.1	GRAtt-VIS: Gated Residual Attention for Auto Rectifying Video Instance Segmentation 2023-05-26	코드 1
CTVIS (ResNet-50)	mask AP 35.5 AP50 60.8 AP75 34.9 APmo 41.9 APho 16.1	CTVIS: Consistent Training for Online Video Instance Segmentation 2023-07-24	코드 1
DeVIS (Swin-L)	mask AP 35.5 AP50 59.3 AP75 38.3 AR1 16.6 AR10 39.8	DeVIS: Making Deformable Transformers Work for Video Instance Segmentation 2022-07-22	코드 1
UNINEXT (ResNet-50, Online)	mask AP 34.0 AP50 55.5 AP75 35.6	Universal Instance Perception as Object Discovery and Retrieval 2023-03-12	코드 1
TarViS (Swin-T)	mask AP 34.0 AP50 55.0 AP75 34.4 AR1 16.1 AR10 40.9	TarViS: A Unified Approach for Target-based Video Segmentation 2023-01-06	코드 1
NOVIS (ResNet-50)	mask AP 32.7 AP50 56.2 AP75 32.6 AR1 15.7 AR10 37.1	NOVIS: A Case for End-to-End Near-Online Video Instance Segmentation 2023-08-29	연결 없음
TarViS (ResNet-50)	mask AP 31.1 AP50 52.5 AP75 30.4 AR1 15.9 AR10 39.9	TarViS: A Unified Approach for Target-based Video Segmentation 2023-01-06	코드 1
IDOL (ResNet-50)	mask AP 30.2 AP50 51.3 AP75 30 AR1 15 AR10 37.5	In Defense of Online Models for Video Instance Segmentation 2022-07-21	코드 1 · 코드 2