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Image Retrieval on CARS196

88Recall@1

Group Loss

Updated 3d ago

Evaluation Results

Method
Group Loss 2019.12	88	92.5	95.7	97.5	-	-	-	-	-	-
Group Loss 2019.12	86.2	91.6	95	97.1	-	-	-	-	-	-
ABE 2019.04	85.2	90.5	94	96.1	-	-	-	-	-	-
ABE 2019.12	85.2	90.5	94	96.1	-	-	-	-	-	-
D and C 2019.12	84.6	90.7	94.1	96.5	-	-	-	-	-	-
MS 2019.04	84.1	90.4	94	96.5	98	98.9	-	-	-	-
GPW 2019.12	84.1	90.4	94	96.5	-	-	-	-	-	-
HDC + Contrastive 2016.11	83.8	89.8	93.6	96.2	97.8	98.9	-	-	-	-
RKD 2019.12	82.3	89.8	94.2	96.6	-	-	-	-	-	-
RLL 2019.12	82.1	89.3	93.7	96.7	-	-	-	-	-	-
A-BIER 2018.01	82	89	93.2	96.1	97.8	98.7	-	-	-	-
ABIER 2019.04	82	89	93.2	96.1	97.8	98.7	-	-	-	-
A-BIER 2019.12	82	89	93.2	96.1	-	-	-	-	-	-
HTL 2019.04	81.4	88	92.7	95.7	97.4	99	-	-	-	-
Hier. triplet 2019.12	81.4	88	92.7	95.7	-	-	-	-	-	-
A-BIER Learner-3 2018.01	80.6	88.2	92.3	95.8	97.6	98.6	-	-	-	-
Margin 2019.04	79.6	86.5	91.9	95.1	97.3	-	-	-	-	-
Samp. Matt. 2019.12	79.6	86.5	91.9	95.1	-	-	-	-	-	-
SupFINE 2023.03	78.09	82.97	-	-	-	-	86.51	88.04	-	-
BIER 2018.01	78	85.8	91.1	95.1	97.3	98.7	-	-	-	-
HDC 2019.12	78	85.8	91.1	95.1	-	-	-	-	-	-
MS 2019.04	77.3	85.3	90.5	94.2	96.9	98.2	-	-	-	-
ABE 2019.12	76.8	84.9	90.2	94	-	-	-	-	-	-
BIER Learner-3 2018.01	76.5	84.9	90.9	94.9	97.6	98.7	-	-	-	-
HDC + Contrastive 2016.11	75	83.9	90.3	94.3	96.8	98.4	-	-	-	-
BIER 2019.12	75	83.9	90.3	94.3	-	-	-	-	-	-
RLL 2019.12	74	83.6	90.1	94.1	-	-	-	-	-	-
HDC + Contrastive 2016.11	73.7	83.2	89.5	93.8	96.7	98.4	-	-	-	-
HDC 2018.01	73.7	83.2	89.5	93.8	96.7	98.4	-	-	-	-
HDC 2019.04	73.7	83.2	89.5	93.8	96.7	98.4	-	-	-	-
Ours Baseline 2018.01	73.6	82.6	89	93.5	96.4	98.2	-	-	-	-
DAMLRRM 2019.12	73.5	82.6	89.1	93.5	-	-	-	-	-	-
Proxy NCA 2018.01	73.2	82.4	86.4	87.8	-	-	-	-	-	-
ProxyNCA 2019.04	73.2	82.4	86.4	87.8	-	-	-	-	-	-
DE-DSP 2019.12	72.9	81.6	88.8	-	-	-	-	-	-	-
Angular Loss 2018.01	71.4	81.4	87.5	92.1	-	-	-	-	-	-
Npairs 2016.11	71.1	79.7	86.5	91.6	-	-	-	-	-	-
N-Pair-Loss 2018.01	71.1	79.7	86.5	91.6	-	-	-	-	-	-
Smart Mining 2018.01	64.7	76.2	84.2	90.2	-	-	-	-	-	-
Smart Mining 2019.04	64.7	76.2	84.2	90.2	-	-	-	-	-	-
Clustering 2018.01	58.1	70.6	80.3	87.8	-	-	-	-	-	-
Clustering 2019.04	58.1	70.6	80.3	87.8	-	-	-	-	-	-
PDDM + Quadruplet 2016.11	57.4	68.6	80.1	89.4	92.3	94.9	-	-	-	-
LiftedStruct 2016.11	49	60.3	72.1	81.5	89.2	92.8	-	-	-	-
LiftedStruct 2018.01	49	60.3	72.1	81.5	89.2	92.8	-	-	-	-
PDDM + Triplet 2016.11	46.4	58.2	70.3	80.1	88.6	92.6	-	-	-	-
MaskCon 2023.03	45.53	58.56	-	-	-	-	74.36	84.36	-	-
CoIns 2023.03	42.77	55.6	-	-	-	-	72.29	82.53	-	-
SupCE 2023.03	42.77	55.6	-	-	-	-	72.29	82.53	-	-
Grafit 2023.03	42.3	54.79	-	-	-	-	71.1	81.74	-	-
SupCon 2023.03	42.3	54.79	-	-	-	-	71.1	81.74	-	-
Triplet 2016.11	39.1	50.4	63.3	74.5	84.1	89.8	-	-	-	-
Triplet 2018.01	39.1	50.4	63.3	74.5	84.1	89.8	-	-	-	-
Contrastive 2016.11	21.7	32.3	46.1	58.9	72.2	83.4	-	-	-	-
Contrastive 2018.01	21.7	32.3	46.1	58.9	72.2	83.4	-	-	-	-
SelfCon 2023.03	20.97	28.75	-	-	-	-	41.44	52.61	-	-
CLIP-0.4B 2024.01	-	-	-	-	-	-	-	-	-	87.98
CN-CLIP-1B 2024.01	-	-	-	-	-	-	-	-	83.58	-
M2-Encoder-0.4B 2024.01	-	-	-	-	-	-	-	-	94.14	91.54
M2-Encoder-1B 2024.01	-	-	-	-	-	-	-	-	94.14	94.21
M2-Encoder-10B 2024.01	-	-	-	-	-	-	-	-	97.41	97.8