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Multimodal Machine Translation on Multi30K (test)

60.6BLEU-4

MMT

Updated 4d ago

Evaluation Results

Method
MMT 2019.06	60.6	75	-	-
del 2019.06	60.1	74.6	-	-
ImagiT 2020.09	59.9	74.3	-	-
del+obj 2019.06	59.8	74.4	-	-
Transformer+Att 2020.09	59.8	74.4	-	-
ImagiT 2020.09	59.7	74	-	-
del+sum 2019.06	59.6	74.3	-	-
base+sum 2019.06	59.2	73.9	-	-
del+att 2019.06	59.2	73.7	-	-
base 2019.06	59	73.7	-	-
Transformer 2020.09	59	73.6	-	-
base+att 2019.06	58.7	73.5	-	-
Lookup table 2020.09	57.5	-	-	-
base+obj 2019.06	57.3	72.9	-	-
trg-mul 2020.09	54.7	71.3	-	-
DCCN 2020.09	54.3	70.3	-	-
VAG-NMT 2018.08	53.8	70.3	-	-
Encoder-attention 2020.09	53.8	69.9	-	-
VAG-NMT 2020.09	53.8	70.3	-	-
Doubly-attention 2020.09	53.6	70	-	-
Text-Only NMT 2018.08	53.5	70	-	-
fusion-conv 2020.09	53.5	70.4	-	-
Transformer 2020.09	53.3	69.7	-	-
ImagiT 2020.09	52.8	68.6	-	-
LIUMCVC 2018.08	52.7	69.5	-	-
Trg-mul 2020.09	52.7	69.5	-	-
trg-mul 2020.09	52.7	69.5	-	-
ImagiT 2020.09	52.4	68.3	-	-
Transformer 2020.09	51.9	68.3	-	-
Fusion-conv 2020.09	51.6	68.6	-	-
fusion-conv 2020.09	51.6	68.6	-	-
Lookup table 2020.09	48.5	-	-	-
MeMAD 2021.02	45.5	-	-	-
VL-T5 2021.02	45.5	-	-	-
VL-T5 2021.02	45.3	-	-	-
MeMAD 2021.02	45.1	-	-	-
T5 2021.02	44.6	-	-	-
VL-T5 2021.02	42.4	-	-	-
MeMAD 2021.02	41.8	-	-	-
T5 2021.02	41.6	-	-	-
VL-BART 2021.02	41.3	-	-	-
BART 2021.02	41.2	-	-	-
VL-T5 2021.02	40.9	-	-	-
MeMAD 2021.02	40.8	-	-	-
DCCN 2020.09	39.7	56.8	-	-
MSA 2021.02	39.5	-	-	-
Encoder-attention 2020.09	39	56.6	-	-
MeMAD 2021.02	38.9	-	-	-
Doubly-attention 2020.09	38.7	56.4	-	-
Multimodal 2020.09	38.7	55.7	-	-
MSA 2021.02	38.7	-	-	-
ImagiT 2020.09	38.6	55.7	-	-
ImagiT 2020.09	38.5	55.7	-	-
VMMTF 2018.11	38.4	56	-	-
VMMTC 2018.11	38.4	56.3	-	-
MMT 2019.06	38.4	53.1	-	-
Transformer 2020.09	38.4	56	-	-
Stochastic attention 2020.09	38.2	55.4	-	-
del+obj 2019.06	38	55.6	-	-
Deliberation Network 2020.09	38	55.6	-	-
Transformer+Att 2020.09	38	55.6	-	-
Imagination 2018.11	37.8	57.1	-	-
Trg-mul 2020.09	37.8	57.7	-	-
trg-mul 2020.09	37.8	57.7	-	-
NMT 2018.11	37.7	56	-	-
del 2019.06	37.7	55.5	-	-
Latent Variable MMT 2020.09	37.7	56	-	-
VL-BART 2021.02	37.7	-	-	-
Transformer 2020.09	37.6	55.3	-	-
VMMTF 2020.09	37.6	56	-	-
IMGD 2017.01	37.3	55.1	42.8	67.7
del+sum 2019.06	37.3	55.2	-	-
IMG_D 2020.09	37.3	55.1	-	-
del+att 2019.06	37.2	55.1	-	-
IMG1w 2017.01	37.1	54.5	42.7	66.9
IMGE 2017.01	37.1	55	43.1	67.6
IMGE+D 2017.01	37	54.7	42.6	67.2
Fusion-conv 2020.09	37	57	-	-
fusion-conv 2020.09	37	57	-	-
IMG2w 2017.01	36.9	54.3	41.9	66.8
base+att 2019.06	36.9	54.5	-	-
Lookup table 2020.09	36.9	-	-	-
Imagination 2020.09	36.8	55.8	-	-
Multitask 2020.09	36.8	55.8	-	-
Huang + RCNN 2017.01	36.5	54.1	-	-
NMT_SRC+IMG 2020.09	36.5	55	-	-
base 2019.06	36.4	54.5	-	-
base+obj 2019.06	36.4	54.5	-	-
base+sum 2019.06	35.9	54.2	-	-
VL-BART 2021.02	35.9	-	-	-
IMG2w+D 2017.01	35.7	53.6	43.3	66.2
BART 2021.02	35.4	-	-	-
Huang 2017.01	35.1	52.2	-	-
NMT 2017.01	33.7	52.3	46.7	64.5
PBSMT 2017.01	32.9	54.1	45.1	67.4
ImagiT 2020.09	32.4	52.5	-	-
ImagiT 2020.09	32.1	52.4	-	-
MeMAD 2021.02	32	-	-	-
Transformer 2020.09	31.7	52.1	-	-
Text-Only NMT 2018.08	31.6	52.2	-	-

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