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Image Retrieval on Stanford Online Products (test)

88.3Recall@1

STIR-Symmetric

Updated 3d ago

Evaluation Results

Method
STIR-Symmetric 2023.04	88.3	95.3	98.1	-	-
STIR 2023.04	88.1	95.3	98.1	-	-
LaFG 2025.12	87.1	95.8	98.5	99.5	-
ViT-Triplet 2023.04	86.5	95.2	98.1	-	-
SEE 2025.12	86.3	95	98.2	-	-
HIER 2025.12	86.1	95	98	-	-
DDML 2025.12	86.1	95.1	98.2	99.5	-
ROADMAP 2023.04	86	94.4	97.6	-	-
HypVit 2023.04	85.9	94.9	98.1	-	-
HypViT 2025.12	85.9	94.9	98.1	99.5	-
Surrogate recall 2023.04	85.6	94.8	98	-	-
HypVit 2023.04	85.5	94.9	98.1	-	-
Hyp-DINO 2023.04	85.1	94.4	97.8	-	-
DPHM 2025.12	84.8	94.5	98.1	99.4	-
Hyp-DINO 2023.04	84.6	94.1	97.7	-	-
CO + RRT (finetuned) 2021.03	84.5	93.2	96.6	99	-
Reranking Transformers 2023.04	84.5	93.2	96.6	-	-
VPTSP-G 2025.12	84.4	93.6	97.3	-	-
CGD 2019.03	84.2	93.9	97.4	99.2	-
IRTR 2023.04	84.2	93.7	97.3	-	-
DFML-PA 2025.12	84.2	93.8	-	-	-
CGD 2019.03	83.9	93.8	97.5	99.2	-
LM-Metric 2025.12	83.1	-	-	-	-
BFE+ 2019.03	83	93.3	97.3	99.2	-
CO + RRT (frozen) 2021.03	81.8	92.4	96.6	99	-
Reranking Transformers 2023.04	81.8	92.4	96.6	-	-
HIST 2025.12	81.4	92	96.7	-	-
PNCA++ 2025.12	81.4	92.4	96.9	99	-
Cross-Entropy 2020.03	81.1	91.7	96.3	98.8	-
PNP-Dq 2021.02	81.1	92.2	96.8	99	-
CE 2021.03	81.1	91.7	96.3	98.8	-
CGD 2019.03	81	92.2	96.8	99.1	-
Cross-Entropy 2020.03	80.8	91.2	95.7	98.1	-
Pnca++ 2021.02	80.7	92	96.7	98.9	-
CO 2021.03	80.7	91.9	96.6	99	-
Cont. w/M 2020.07	80.6	91.6	96.2	98.7	-
Cont. w/M 2021.02	80.6	91.6	96.2	98.7	-
XBM 2021.03	80.6	91.6	96.2	98.7	-
CGD 2019.03	80.5	92.1	96.7	98.9	-
MetricOpt + Recall loss 2021.04	80.4	91.8	96.5	99	-
NIR 2025.12	80.4	91.4	-	-	-
Proxy-Anchor 2020.03	80.3	91.4	96.4	98.7	-
Contra+HORDE 2020.03	80.1	91.3	96.2	98.7	-
HORDE 2020.04	80.1	91.3	96.2	98.7	-
Smooth-AP 2020.07	80.1	91.5	96.6	99	-
Smooth-AP 2021.02	80.1	91.5	96.6	99	-
PNP-Dq 2021.02	80.1	91.5	96.7	99	-
HSE 2025.12	80	91.4	96.3	-	-
DRML 2022.03	79.9	90.7	96.1	-	-
CBML 2025.12	79.9	91.5	96.5	98.9	-
DCML 2022.03	79.8	90.8	95.8	-	-
DCML-MDW 2021.02	79.8	90.8	95.8	-	-
MetricOpt + FastAP 2021.04	79.6	91.2	96.3	98.9	-
ProxyAnchor-AVSL 2022.03	79.6	91.4	96.4	-	-
NormSoftmax 2018.11	79.5	91.5	96.7	-	-
NormSoftMax 2020.04	79.5	91.5	96.7	-	-
NormSoftmax 2020.03	79.5	91.5	96.7	-	-
DIML 2025.12	79.5	-	-	-	-
DIML 2022.03	79.3	-	-	-	-
Smooth-AP 2020.07	79.2	91	96.5	98.9	-
Proxy-Anchor 2020.03	79.1	90.8	96.2	98.7	-
CGD 2019.03	78.7	90.9	96.1	98.8	-
Blackbox AP 2020.07	78.6	90.5	96	98.7	-
Recall loss 2021.04	78.6	90.5	96	98.7	-
Blackbox AP 2021.02	78.6	90.5	96	98.7	-
ProxyAnchor 2022.03	78.4	90.5	96.2	-	-
SoftTriple 2020.03	78.3	90.3	95.9	-	-
SoftTriple 2019.09	78.3	90.3	95.9	-	92
CircleLoss 2020.02	78.3	90.5	96.1	98.6	-
EPSHN 2020.03	78.3	90.7	96.3	-	-
SoftTriple 2022.03	78.3	90.3	95.9	-	-
Circle 2022.03	78.3	90.5	96.1	-	-
SoftTriplet 2021.02	78.3	90.3	95.9	-	-
NormSoftmax 2018.11	78.2	90.6	96.2	-	-
NormSoftmax 2018.11	78.2	90.9	96.4	-	-
MS 2019.04	78.2	90.5	96	98.7	-
MS 2020.03	78.2	90.5	96	98.7	-
Multi-Simi 2020.02	78.2	90.5	96	98.7	-
MS 2020.04	78.2	90.5	96	98.7	-
NormSoftMax 2020.04	78.2	90.6	96.2	-	-
Multi-Similarity 2020.03	78.2	90.5	96	98.7	-
MS 2022.03	78.2	90.5	96	-	-
SoftMax_norm 2019.09	78	90.2	96	-	91.9
LMCL* 2018.11	77.4	89.7	95.3	-	-
MIC 2020.07	77.2	89.4	95.6	-	-
MIC 2021.02	77.2	89.4	95.6	-	-
Margin-AVSL 2022.03	76.8	89.2	95.4	-	-
MS 2019.04	76.6	89.2	95.2	98.4	-
Proxy-Anchor 2020.03	76.5	89	95.1	98.2	-
FastAP 2020.07	76.4	89	95.1	98.2	-
FastAP 2021.04	76.4	89.1	95.4	98.5	-
FastAP 2021.02	76.4	89	95.1	98.2	-
ABE-8 2018.04	76.3	88.4	94.8	98.2	-
ABE-8 2018.11	76.3	88.4	94.8	-	-
ABE 2019.04	76.3	88.4	94.8	98.2	-
SoftTriple 2020.03	76.3	89.1	95.3	-	-
ABE 2020.03	76.3	88.4	94.8	98.2	-
SoftTriple 2019.09	76.3	89.1	95.3	-	91.7
ABE-8 2019.03	76.3	88.4	94.8	98.2	-
ABE 2020.02	76.3	88.4	94.8	98.2	-

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