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Predicate Classification on Visual Genome

81.1Recall@50

MOTIFNET

Updated 2d ago

Evaluation Results

Method
MOTIFNET 2017.11	81.1	88.3	-	-	-	-	-	-	-
MOTIFNET-NOCONTEXT 2017.11	78.8	85.9	-	-	-	-	-	-	-
FREQ-OVERLAP 2017.11	75.7	82.9	-	-	-	-	-	-	-
MESSAGE PASSING+ 2017.11	75.2	83.6	-	-	-	-	-	-	-
FREQ 2017.11	71.3	81.2	-	-	-	-	-	-	-
JMSGG 2023.04	70.8	71.7	24.9	28	-	-	-	36.8	40.3
PE-Net(P) 2023.03	68.2	70.1	23.1	25.4	45.7	47.8	-	-	-
ASSOC. EMBED 2017.11	68	75.2	-	-	-	-	-	-	-
RU-Net 2023.04	67.7	69.6	-	24.2	-	-	-	-	35.9
MSDN 2017.11	67	71	-	-	-	-	-	-	-
R-CAGCN 2023.03	66.6	68.3	18.3	19.9	42.5	44.1	-	-	-
Seq2Seq 2023.04	66.4	68.5	26.1	30.5	-	-	-	37.5	42.2
Motifs+ 2023.04	66	67.9	14.6	15.8	-	-	-	23.9	25.6
KERN 2023.03	65.8	67.6	17.7	19.2	41.8	43.4	-	-	-
VTransE 2023.03	65.7	67.6	14.7	15.8	40.2	41.7	-	-	-
VCTree 2023.03	65.5	67.4	16.7	17.9	41.1	42.7	-	-	-
VCTree 2023.04	65.5	67.4	15.4	16.6	-	-	-	24.9	26.6
GR-CNN 2023.03	65.4	67.2	16.4	17.2	40.9	42.2	-	-	-
Motifs 2023.03	65.3	67.2	14.9	16.3	40.1	41.8	-	-	-
GPS-Net 2023.03	65.2	67.1	15.2	16.6	40.2	41.9	-	-	-
GPS-Net 2023.04	65.2	67.1	15.2	16.6	-	-	-	24.7	26.6
MOTIFNET 2017.11	65.2	67.1	-	-	-	-	-	-	-
PE-Net 2023.03	64.9	67.2	31.5	33.8	48.2	50.5	-	-	-
RelDN 2023.04	64.8	66.7	15.8	17.2	-	-	-	25.4	27.3
Motifs++ 2023.04	64.6	66.7	18.5	20	-	-	-	28.8	30.8
MSDN 2023.04	64.6	66.6	15.9	17.5	-	-	-	25.5	27.7
GPS-Net++ 2023.04	64.4	66.7	19.2	21.4	-	-	-	29.6	32.4
MOTIFNET-NOCONTEXT 2017.11	63.7	65.6	-	-	-	-	-	-	-
IMP++ 2023.04	61.1	63.1	11	11.8	-	-	-	18.6	19.9
HL-Net 2023.04	60.7	67	-	22.8	-	-	-	-	34
FREQ-OVERLAP 2017.11	60.6	62.2	-	-	-	-	-	-	-
FREQ 2017.11	59.9	64.1	-	-	-	-	-	-	-
MESSAGE PASSING+ 2017.11	59.3	61.3	-	-	-	-	-	-	-
BGNN 2023.03	59.2	61.3	30.4	32.9	44.8	47.1	-	-	-
BGNN 2023.04	59.2	61.3	30.4	32.9	-	-	-	40.2	42.8
PE-Net-Reweight 2023.03	59	61.4	38.8	40.7	48.9	51.1	-	-	-
MSDN-FREQ 2017.11	56	61	-	-	-	-	-	-	-
SQUAT 2023.04	55.7	57.9	30.9	33.4	-	-	-	39.7	42.4
Motifs-NICE 2023.03	55.1	57.2	29.9	32.3	42.5	44.8	-	-	-
ASSOC. EMBED 2017.11	54.2	55.5	-	-	-	-	-	-	-
Motifs-Reweight 2023.03	53.2	55.5	33.7	36.1	43.5	45.8	-	-	-
Motifs-BPL-SA 2023.03	50.7	52.5	29.7	31.7	40.2	42.1	-	-	-
Motifs-PPDL 2023.03	47.2	47.6	32.2	33.3	39.7	40.5	-	-	-
VCTree-TDE 2023.04	47.2	51.6	25.4	28.7	-	-	-	33	36.9
Motifs-TDE 2023.03	46.2	51.4	25.5	29.1	35.9	40.3	-	-	-
MESSAGE PASSING 2017.11	44.8	53	-	-	-	-	-	-	-
Iterative Message Passing 2017.01	44.75	53.08	-	-	-	-	-	-	-
Motifs-GCL 2023.03	42.7	44.4	36.1	38.2	39.4	41.3	-	-	-
MSDN (current best reproducible) 2017.11	42.3	48.2	-	-	-	-	-	-	-
Motifs-CogTree 2023.03	35.6	36.8	26.4	29	31	32.9	-	-	-
Iterative Message Passing 2017.01	34.33	41.99	-	-	-	-	-	-	-
Iterative Message Passing 2017.01	32.39	39.63	-	-	-	-	-	-	-
VRD 2017.11	27.9	35	-	-	-	-	-	-	-
Lu et al. 2017.01	27.88	35.04	-	-	-	-	-	-	-
RU-Net 2023.03	-	-	-	24.2	-	46.9	-	-	-
IMP++ 2023.04	-	-	11	11.8	-	-	8.9	-	-
Motifs+ 2023.04	-	-	14.6	15.8	-	-	11.5	-	-
RelDN 2023.04	-	-	15.8	17.2	-	-	-	-	-
VCTree+ 2023.04	-	-	15.4	16.6	-	-	12.4	-	-
MSDN 2023.04	-	-	15.9	17.5	-	-	-	-	-
GPS-Net 2023.04	-	-	15.2	16.6	-	-	-	-	-
RU-Net 2023.04	-	-	-	24.2	-	-	-	-	-
HL-Net 2023.04	-	-	-	22.8	-	-	-	-	-
VCTree-TDE 2023.04	-	-	25.4	28.7	-	-	18.4	-	-
Seq2Seq 2023.04	-	-	26.1	30.5	-	-	21.3	-	-
GPS-Net+ 2023.04	-	-	27.1	29.1	-	-	21.5	-	-
JMSGG 2023.04	-	-	24.9	28	-	-	-	-	-
BGNN 2023.04	-	-	30.4	32.9	-	-	-	-	-
SQUAT 2023.04	-	-	30.9	33.4	-	-	25.6	-	-