Recipe-to-Image Retrieval on Recipe1M 10k setup (test)

61.5R@1SIMMER (V1-7B)

Evaluation Results

Method
SIMMER (V1-7B)2026.04	61.5	1	85	91
SIMMER2026.04	61.5	1	85	91
TNLBT2026.04	55.9	1	80.1	86.8
TNLBT2026.04	55.9	1	80.1	86.8
SIMMER (V1-2B)2026.04	55.8	1	81.1	88
SIMMER2026.04	55.8	1	81.1	88
Yang et al.2026.04	55.7	1	80.2	87.1
SIMMER (V2)2026.04	55.7	1	81	88
Yang et al.2026.04	55.7	1	80.2	87.1
SIMMER2026.04	55.7	1	81	88
Wang et al.2026.04	52.2	1	78.4	86
Wang et al.2026.04	52.2	1	78.4	86
EOMA2026.04	50.1	1.3	76.8	84.5
FMI2026.04	49.5	1	79.2	83.1
FMI2026.04	49.5	1	79.2	83.1
VLPCook2022.12	47.8	—	74.1	81.8
VLPCook (R1M+)2022.12	47.8	2	74.1	81.8
DAR2026.04	47.4	2	75.5	84.1
DAR2026.04	47.4	2	75.5	84.1
VLPCook2022.12	46.4	—	73.1	80.9
VLPCook2022.12	46.4	2	73.1	80.9
VLPCook2026.04	46.4	2	73.1	80.9
VLPCook2026.04	46.4	2	73.1	80.9
CIP2026.04	45.2	2	73	81.8
CIP2026.04	45.2	2	73	81.8
CREAMY2026.04	45	2	71.4	80
CREAMY2026.04	45	2	71.4	80
T-Food2022.04	44.6	2	71.2	79.7
T-Food (CLIP-ViT)2022.12	44.6	—	71.2	79.7
T-Food (CLIP-ViT)2022.12	44.6	2	71.2	79.7
T-Food2026.04	44.6	2	71.2	79.7
T-Food2026.04	44.6	2	71.2	79.7
FARM2026.04	44.3	2	71.5	80
FARM2026.04	44.3	2	71.5	80
MALM2026.04	44.2	2	71.7	80.1
DCA-Food2026.04	42.9	2	69.7	78.5
T-Food2022.04	41	2	67.3	75.9
T-Food (ViT)2022.12	41	—	67.3	75.9
T-Food (ViT)2022.12	41	2	67.3	75.9
MMACMR2026.04	38.3	2.2	65.6	75.6
RDE-GAN2026.04	38.2	3	57.7	65.8
RDE-GAN2026.04	38.2	3	57.7	65.8
UTE-FCL2026.04	36.5	3	64.7	74.8
UTE-FCL2026.04	36.5	3	64.7	74.8
LMF-CSF2026.04	34.3	3	62.5	72.8
H-T2022.04	33.7	3	62.2	72.7
H-T (ViT)2022.12	33.7	—	62.2	72.7
H-T (ViT)2022.12	33.7	3	62.2	72.7
MFRF2026.04	33.7	4.4	59.3	68.5
X-MRS2022.04	33	3	60.4	70.7
X-MRS2022.12	33	—	60.4	70.7
X-MRS2022.12	33	3	60.4	70.7
X-MRS2026.04	33	3	60.4	70.7
X-MRS2026.04	33	3	60.4	70.7
M-SIA2022.04	30.3	4	55.6	66.5
M-SIA2022.12	30.3	—	55.6	66.5
M-SIA2022.12	30.3	4	55.6	66.5
M-SIA2026.04	30.3	4	55.6	66.5
Wang et al.2026.04	29.3	—	57.3	69
LCWF-GI2026.04	28.6	4	55.8	67.5
H-T2022.04	28.3	4	56.5	68.1
H-T2026.04	28.3	4	56.5	68.1
H-T2026.04	28.3	4	56.5	68.1
SEJE2022.04	27.2	4	54.4	66.1
SEJE2022.12	27.2	—	54.4	66.1
SEJE2022.12	27.2	4	54.4	66.1
JEMA2026.04	27.2	4	54.4	66.1
SEJE2026.04	27.2	4	54.4	66.1
MSJE2022.04	26.2	5	52.5	64.1
MSJE2022.12	26.2	—	52.5	64.1
MSJE2022.12	26.2	5	52.5	64.1
MSJE2026.04	26.2	5	52.5	64.1
HF-ICMA2022.04	25.6	4.2	54.8	67.3
HF-ICMA2022.12	25.6	—	54.8	67.3
HF-ICMA2022.12	25.6	4.2	54.8	67.3
HF-ICMA2026.04	25.6	4.2	54.8	67.3
SCAN2022.04	25.3	5.1	50.6	61.6
SCAN2022.12	25.3	—	50.6	61.6
SCAN2022.12	25.3	5.1	50.6	61.6
SCAN2020.03	25.3	5.1	50.6	61.6
SCAN2026.04	25.3	5.1	50.6	61.6
IMHF2022.04	24.9	5.8	48.3	59.4
IMHF2022.12	24.9	—	48.3	59.4
IMHF2022.12	24.9	5.8	48.3	59.4
IMHF2026.04	24.9	5.8	48.3	59.4
Wang et al.2022.04	24.6	5.6	50	61
Wang et. al2022.12	24.6	—	50	61
Wang et al.2022.12	24.6	5.6	50	61
Wang et al.2026.04	24.6	5.6	50	61
ACME2022.04	24.4	6	47.9	59
ACME2022.12	24.4	—	47.9	59
ACME2022.12	24.4	6	47.9	59
ACME2020.03	24.4	6	47.9	59
ACME2026.04	24.4	6	47.9	59
ACME2026.04	24.4	6	47.9	59
SN2022.04	23.4	7	47.3	57.9
SN2022.12	23.4	—	47.3	57.9
SN2022.12	23.4	7	47.3	57.9
tri-pro2020.03	23.4	7	47.3	57.9
SN2026.04	23.4	7	47.3	57.9