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Image-to-Text Retrieval on CC 152K (test)

43.7R@1PCSR
10.00418.75227.536.248Mar 22, 2023Aug 21, 2023Jan 20, 2024Jun 20, 2024Nov 19, 2024Apr 20, 2025Sep 19, 2025

Evaluation results

MethodLinks
PCSRNoise Robustness=true, Backbone=SGR2025.0943.767.777.2—
L2RMNoise Robustness=true, Backbone=SGR2025.094367.575.7—
RCLNoise Robustness=true, Backbone=SGR2025.0941.76673.6—
BiCromismatched pair filtering=true2023.0340.867.276.1370.2
BiCroNoise Robustness=true, Backbone=SGR2025.0940.867.276.4—
BiCromismatched pair filtering=false2023.0340.767.376.7368.9
CREAMNoise Robustness=true, Backbone=SGR2025.0940.368.577.1—
MSCNMeta-data size=3,000 pairs (2%)2023.0440.165.776.6182.4
MSCNNoise Robustness=true, Backbone=SGR2025.0940.165.776—
MSCN*Meta-data size=1,000 pairs (0.67%)2023.0439.765.475.3180.4
NCRPublication=NIPS'212023.0439.564.573.5177.5
NCR2023.0339.564.573.5355.6
NCRNoise Robustness=true, Backbone=SGR2025.0939.564.573.5—
DECL2023.033966.175.5364.3
DECLNoise Robustness=true, Backbone=SGR2025.093966.175.5—
SGR*Publication=AAAI'21, Pre-training=without hard negatives2023.043563.473.3171.7
IMRAMPublication=CVPR'202023.0433.157.668.1158.8
IMRAM2023.0333.157.668.1312
VSRNPublication=ICCV'192023.0432.661.370.5164.4
VSRN2023.0332.661.370.5326.7
SAFPublication=AAAI'212023.0431.759.368.2159.2
SAF2023.0331.759.368.2318
SCANPublication=ECCV'182023.0430.555.365.3151.1
SCAN2023.0330.555.365.3295.7
SCANNoise Robustness=false2025.0930.555.365.3—
SGRPublication=AAAI'212023.0411.329.739.680.6
SGR2023.0311.329.739.6165.4
SGRNoise Robustness=false2025.0911.329.739.6—