DAVIS 2017 (val)

아카이브 평가 81건 · 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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
SAM2	J&F 90.7 Params(M) 224.4	SAM 2: Segment Anything in Images and Videos 2024-08-01	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11
Cutie+ (base)	Jaccard (Mean) 87.5 F-measure (Mean) 93.4 J&F 90.5 Params(M) 17.9	Putting the Object Back into Video Object Segmentation 2023-10-19	코드 1
ISVOS (BL30K, MS)	Jaccard (Mean) 86.7 F-measure (Mean) 93.0 J&F 89.8	Look Before You Match: Instance Understanding Matters in Video Object Segmentation 2022-12-13	연결 없음
XMem (BL30K, MS)	Jaccard (Mean) 86.3 F-measure (Mean) 92.6 J&F 89.5	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 2022-07-14	코드 1 · 코드 2
ISVOS (MS)	Jaccard (Mean) 85.8 Jaccard (Recall) 91.4 J&F 88.6	Look Before You Match: Instance Understanding Matters in Video Object Segmentation 2022-12-13	연결 없음
XMem (MS)	Jaccard (Mean) 85.4 F-measure (Mean) 91.0 J&F 88.2	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 2022-07-14	코드 1 · 코드 2
ISVOS (BL30K)	Jaccard (Mean) 84.5 F-measure (Mean) 91.9 J&F 88.2	Look Before You Match: Instance Understanding Matters in Video Object Segmentation 2022-12-13	연결 없음
Cutie+ (base, MEGA)	Jaccard (Mean) 85.5 F-measure (Mean) 90.8 J&F 88.1 Speed (FPS) 17.9	Putting the Object Back into Video Object Segmentation 2023-10-19	코드 1
JIMD	Jaccard (Mean) 85.2 F-measure (Mean) 91.0 J&F 88.1	Memory Matching is not Enough: Jointly Improving Memory Matching and Decoding for Video Object Segmentation 2024-09-22	연결 없음
Cutie (base)	Jaccard (Mean) 84.6 F-measure (Mean) 91.1 J&F 87.9 Params(M) 36.4	Putting the Object Back into Video Object Segmentation 2023-10-19	코드 1
XMem (BL30K)	Jaccard (Mean) 84.0 F-measure (Mean) 91.4 J&F 87.7 Speed (FPS) 22.6	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 2022-07-14	코드 1 · 코드 2
DEVA	Jaccard (Mean) 84.2 F-measure (Mean) 91.0 J&F 87.6 Speed (FPS) 25.3	Tracking Anything with Decoupled Video Segmentation 2023-09-07	코드 1
SwinB-AOTv2-L (MS)	Jaccard (Mean) 84.2 F-measure (Mean) 89.8 J&F 87.0 Speed (FPS) 1.3 Params(M) 65.6	Scalable Video Object Segmentation with Identification Mechanism 2022-03-22	코드 1 · 코드 2
SwinB-AOST (L'=3, MS)	Jaccard (Mean) 83.8 F-measure (Mean) 89.5 J&F 86.7 Speed (FPS) 1.3 Params(M) 65.6	Scalable Video Object Segmentation with Identification Mechanism 2022-03-22	코드 1 · 코드 2
SwinB-AOTv2-L	Jaccard (Mean) 83.1 F-measure (Mean) 89.4 J&F 86.3 Speed (FPS) 12.0 Params(M) 65.6	Scalable Video Object Segmentation with Identification Mechanism 2022-03-22	코드 1 · 코드 2
SwinB-DeAOT-L	Jaccard (Mean) 83.1 F-measure (Mean) 89.2 J&F 86.2 Speed (FPS) 15.4 Params(M) 70.3	Decoupling Features in Hierarchical Propagation for Video Object Segmentation 2022-10-18	코드 1 · 코드 2
XMem	Jaccard (Mean) 82.9 F-measure (Mean) 89.5 J&F 86.2 Speed (FPS) 22.6	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 2022-07-14	코드 1 · 코드 2
RAVOS	Jaccard (Mean) 82.9 F-measure (Mean) 89.3 J&F 86.1 Speed (FPS) 42 (on 3090)	Region Aware Video Object Segmentation with Deep Motion Modeling 2022-07-21	연결 없음
R50-AOST (L'=3)	Jaccard (Mean) 82.6 F-measure (Mean) 88.5 J&F 85.6 Speed (FPS) 17.5 Params(M) 15.4	Scalable Video Object Segmentation with Identification Mechanism 2022-03-22	코드 1 · 코드 2
QDMN	Jaccard (Mean) 82.5 F-measure (Mean) 88.6 J&F 85.6	Learning Quality-aware Dynamic Memory for Video Object Segmentation 2022-07-16	코드 1
SwinB-AOT-L	Jaccard (Mean) 82.4 F-measure (Mean) 88.4 J&F 85.4 Speed (FPS) 12.1 Params(M) 65.4	Associating Objects with Transformers for Video Object Segmentation 2021-06-04	코드 1 · 코드 2
R50-AOST (L'=2)	Jaccard (Mean) 82.5 F-measure (Mean) 88.0 J&F 85.3 Speed (FPS) 24.3 Params(M) 13.9	Scalable Video Object Segmentation with Identification Mechanism 2022-03-22	코드 1 · 코드 2
STCN	Jaccard (Mean) 82.0 Jaccard (Recall) 91.3 Jaccard (Decay) 6.2 F-measure (Mean) 88.6 F-measure (Recall) 94.6 F-measure (Decay) 85.3 J&F 85.3 Speed (FPS) 20.2	Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation 2021-06-09	코드 1 · 코드 2 · 코드 3
TarViS	Jaccard (Mean) 81.7 F-measure (Mean) 88.5 J&F 85.3	TarViS: A Unified Approach for Target-based Video Segmentation 2023-01-06	코드 1
R50-DeAOT-L	Jaccard (Mean) 82.2 F-measure (Mean) 88.2 J&F 85.2 Speed (FPS) 27.0 Params(M) 19.8	Decoupling Features in Hierarchical Propagation for Video Object Segmentation 2022-10-18	코드 1 · 코드 2
R50-AOT-L	Jaccard (Mean) 82.3 F-measure (Mean) 87.5 J&F 84.9 Speed (FPS) 18.0 Params(M) 14.9	Associating Objects with Transformers for Video Object Segmentation 2021-06-04	코드 1 · 코드 2
HMMN	Jaccard (Mean) 81.9 F-measure (Mean) 87.5 J&F 84.7	Hierarchical Memory Matching Network for Video Object Segmentation 2021-09-23	코드 1
MiVOS	Jaccard (Mean) 81.7 Jaccard (Recall) 90.9 Jaccard (Decay) 7.0 F-measure (Mean) 87.4 F-measure (Recall) 93.1 F-measure (Decay) 8.2 J&F 84.5 Speed (FPS) 11.2	Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion 2021-03-14	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
XMem (DAVIS and YouTubeVOS only)	Jaccard (Mean) 81.4 F-measure (Mean) 87.6 J&F 84.5 Speed (FPS) 22.6	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model 2022-07-14	코드 1 · 코드 2
DeAOT-L	Jaccard (Mean) 81.0 F-measure (Mean) 87.1 J&F 84.1 Speed (FPS) 28.5 Params(M) 13.2	Decoupling Features in Hierarchical Propagation for Video Object Segmentation 2022-10-18	코드 1 · 코드 2