Semi Supervised Video Object Segmentation On 20

Metrics

D16 val (F)

D16 val (G)

D16 val (J)

D17 test (F)

D17 test (G)

D17 test (J)

D17 val (F)

D17 val (G)

D17 val (J)

FPS

Results

Performance results of various models on this benchmark

Model Name	D16 val (F)	D16 val (G)	D16 val (J)	D17 test (F)	D17 test (G)	D17 test (J)	D17 val (F)	D17 val (G)	D17 val (J)	FPS	Paper Title	Repository
RANet	85.4	85.5	85.5	57.2	55.3	53.4	68.2	65.7	63.2	30.3	RANet: Ranking Attention Network for Fast Video Object Segmentation	-
GC	85.7	86.6	87.6	-	-	-	73.5	71.4	69.3	25.0	Fast Video Object Segmentation using the Global Context Module	-
AGSS-VOS	-	-	-	59.7	57.2	54.8	69.9	67.4	64.9	10.0	AGSS-VOS: Attention Guided Single-Shot Video Object Segmentation
STM	88.1	86.5	84.8	-	-	-	74.0	71.6	69.2	6.25	Video Object Segmentation using Space-Time Memory Networks	-
LCM	-	-	-	-	-	-	77.2	75.2	73.1	8.47	Learning Position and Target Consistency for Memory-based Video Object Segmentation	-
DIPNet	86.4	86.1	85.8	-	55.2	-	71.6	68.5	65.3	0.92	-	-
RMNet	82.3	81.5	80.6	-	-	-	77.2	75.0	72.8	11.9	Efficient Regional Memory Network for Video Object Segmentation	-
TBD	86.2	86.8	87.5	72.2	69.4	66.6	82.3	80.0	77.6	50.1	Tackling Background Distraction in Video Object Segmentation	-
LWL	-	-	-	-	-	-	76.3	74.3	72.2	14.0	Learning What to Learn for Video Object Segmentation	-
SSTVOS	-	-	-	-	-	-	81.4	78.4	75.4	-	SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation	-
KMN	88.1	87.6	87.1	-	-	-	77.8	76.0	74.2	8.33	Kernelized Memory Network for Video Object Segmentation	-
STCNN	83.8	83.8	83.8	-	-	-	64.6	61.7	58.7	0.26	Spatiotemporal CNN for Video Object Segmentation	-
TVOS	-	-	-	67.4	63.1	58.8	74.7	72.3	69.9	37.0	A Transductive Approach for Video Object Segmentation	-
JOINT	-	-	-	-	-	-	81.2	78.6	76.0	4.00	Joint Inductive and Transductive Learning for Video Object Segmentation	-
STG-Net	86.0	85.7	85.4	66.5	63.1	59.7	77.9	74.7	71.5	-	Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation	-
AFB-URR	-	-	-	-	-	-	76.1	74.6	73.0	4.00	Video Object Segmentation with Adaptive Feature Bank and Uncertain-Region Refinement	-
HMMN	90.6	89.4	88.2	-	-	-	83.1	80.4	77.7	10.0	Hierarchical Memory Matching Network for Video Object Segmentation	-
XMem	-	-	-	-	-	-	-	-	-	29.6	XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model	-
AOT-S	-	-	-	-	-	-	82.0	79.2	76.4	40.0	Associating Objects with Transformers for Video Object Segmentation	-
CFBI	86.9	86.1	85.3	-	-	-	77.7	74.9	72.1	5.56	Collaborative Video Object Segmentation by Foreground-Background Integration	-

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