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Visual Question Answering on VQA (test-dev)

78.25Acc (All)

BLIPCapFilt-L

Updated 2d ago

Evaluation Results

Method
BLIPCapFilt-L 2022.01	78.25	-	-	-	-
BLIP 2022.01	78.24	-	-	-	-
X-VLM 2021.11	78.22	-	-	-	-
X-VLM 2021.11	78.07	-	-	-	-
SimVLMbase† 2022.01	77.87	-	-	-	-
SimVLM_base 2021.11	77.87	-	-	-	-
METER-CLIP 2021.11	77.68	-	-	-	-
BLIP 2022.01	77.54	-	-	-	-
VinVL_large 2021.11	76.52	-	-	-	-
METER-Swin 2021.11	76.43	-	-	-	-
VinVL 2022.02	75.95	-	-	-	-
ALBEF 2021.07	75.84	-	-	-	-
ALBEF 2022.01	75.84	-	-	-	-
ALBEF 2021.11	75.84	-	-	-	-
UNIMO 2022.01	75.06	-	-	-	-
TCL 2022.02	74.9	-	-	-	-
VILLA 2020.06	74.69	-	-	-	-
ALBEF 2021.07	74.54	-	-	-	-
ALBEF 2022.02	74.54	-	-	-	-
ALBEF 2021.11	74.54	-	-	-	-
KD-VLP 2021.11	74.2	-	-	-	-
UNITER 2020.06	73.82	-	-	-	-
UNITER_large 2021.11	73.82	-	-	-	-
Oscar 2020.06	73.61	-	-	-	-
VILLA 2020.06	73.59	-	-	-	-
VILLA 2021.07	73.59	-	-	-	-
VILLA 2022.01	73.59	-	-	-	-
VILLA 2022.02	73.59	-	-	-	-
VILLA 2021.11	73.59	-	-	-	-
UNIMO 2022.02	73.29	-	-	-	-
SOHO 2022.01	73.25	-	-	-	-
SOHO 2021.11	73.25	-	-	-	-
E2E-VLP 2021.11	73.25	-	-	-	-
Oscar 2020.06	73.16	-	-	-	-
OSCAR 2021.07	73.16	-	-	-	-
OSCAR 2022.01	73.16	-	-	-	-
OSCAR 2022.02	73.16	-	-	-	-
12-in-1 2020.06	73.15	-	-	-	-
12-in-1 2021.07	73.15	-	-	-	-
12-in-1 2019.12	72.7	-	-	-	-
UNITER 2020.06	72.7	-	-	-	-
UNITER 2021.07	72.7	-	-	-	-
UNITER 2022.01	72.7	-	-	-	-
UNITER 2022.02	72.7	-	-	-	-
LXMERT 2020.06	72.42	-	-	-	-
LXMERT 2021.07	72.42	-	-	-	-
LXMERT 2022.01	72.42	-	-	-	-
VL-BERT 2020.06	71.79	-	-	-	-
VL-BART/T5 2021.07	71.3	-	-	-	-
ViLT 2022.02	71.26	-	-	-	-
VL-BERT 2020.06	71.16	-	-	-	-
VL-BERT 2021.07	71.16	-	-	-	-
VL-BERT 2021.11	71.16	-	-	-	-
ViLT 2021.07	70.94	-	-	-	-
VisualBERT 2020.06	70.8	-	-	-	-
VisualBERT 2021.07	70.8	-	-	-	-
ViLBERT 2020.06	70.55	-	-	-	-
ViLBERT 2021.11	70.55	-	-	-	-
Full fine-tuning 2021.12	69.9	-	-	-	-
HDC 2019.12	69.28	-	-	-	-
Single Adapter 2021.12	68.1	-	-	-	-
Hyperformer 2021.12	67.5	-	-	-	-
MUTAN 2017.05	67.42	85.14	39.81	58.52	-
Multiple LoRA 2021.12	67.4	-	-	-	-
MUTAN 2017.05	67.03	84.54	39.32	57.36	-
Single LoRA 2021.12	67	-	-	-	-
MLB 2017.05	66.77	84.57	39.21	57.81	-
MCB 2017.05	66.7	83.4	39.8	58.5	-
Multiple Adapters 2021.12	66.7	-	-	-	-
Half-shared Adapters 2021.12	66.6	-	-	-	-
Multiple Compacters 2021.12	66.5	-	-	-	-
Single Compacter 2021.12	66.4	-	-	-	-
QGHC+MUTAN 2018.08	64	82.96	37.16	53.88	-
QGHC+concat 2018.08	63.86	82.54	36.94	54	-
QGHC 2018.08	63.48	82.39	37.36	53.24	-
DPPnet 2015.11	62.48	80.79	38.94	52.16	-
MFB 2018.08	62.2	81.8	36.7	51.2	-
CNN-FIXED 2015.11	61.95	80.56	38.32	51.4	-
HieCoAtt 2017.05	61.8	79.7	38.7	51.7	-
MRN 2017.05	61.68	82.28	38.82	49.25	-
RAND-GRU 2015.11	61.18	79.64	38.07	50.63	-
MUTAN+MLB 2018.08	61.02	82.29	37.27	48.23	-
DMN+ 2016.03	60.3	80.5	36.8	48.3	-
MUTAN 2018.08	60.17	81.45	37.32	47.17	-
MLB 2018.08	60.08	82.02	36.61	46.65	-
CONCAT 2015.11	59.92	77.1	37.48	50.31	-
MCB 2018.08	59.4	80.81	35.91	46.43	-
D-NMN 2017.05	59.4	81.1	38.6	45.5	-
FDA 2016.04	59.24	81.14	36.16	45.77	-
ACK 2017.05	59.17	81.01	38.42	45.23	-
Q+I 2015.11	58.97	75.59	34.35	50.33	-
Concat 2018.08	58.91	79.25	36.18	46.69	-
SAN(2, CNN) 2015.11	58.7	79.3	36.6	46.1	-
SAN 2016.04	58.7	79.3	36.6	46.1	-
SAN 2017.05	58.7	79.3	36.6	46.1	-
SAN 2016.03	58.7	79.3	36.6	46.1	-
Ask Your Neur. 2017.05	58.39	78.39	36.45	46.28	-
SMem-VQA Two-Hop 2015.11	57.99	80.87	37.32	43.12	-
SMem 2-hop 2017.05	57.99	80.87	37.32	43.12	-
D-NMN 2016.04	57.9	80.5	37.4	43.1	-

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