Text-to-Image Person Retrieval on CUHK-PEDES benchmark leaderboard · SOTA2 Research

Text-to-Image Person Retrieval on CUHK-PEDES

78.54R@1HAM(RDE) + MVR

Evaluation Results

Method	Links
HAM(RDE) + MVR2026.04		78.54	91.39	95.08	70.22
HAM(RDE)2026.04		77.99	91.34	95.03	69.72
AUL2026.04		77.23	90.43	94.25	—
CADA2026.04		77.2	90.68	93.92	68.45
HAM(IRRA) + MVR2026.04		76.79	90.92	94.23	68.99
APTM2026.04		76.53	90.04	94.15	66.91
RaSa2026.04		76.51	90.29	94.25	69.38
F-WoRA2026.04		76.38	89.72	93.49	67.22
HAM(IRRA)2026.04		76.25	90.63	94.74	68.58
RDE + MVR2026.04		76.23	90.27	94.36	68.1
RDE2026.04		75.94	90.14	94.12	67.56
PLOT2026.04		75.28	90.42	94.12	—
Propot2026.04		74.89	89.9	94.17	67.12
FSRL2026.04		74.65	89.77	94.03	67.49
IRLT2026.04		74.46	90.19	94.01	—
LSPM2026.04		74.38	89.51	93.42	67.74
IRRA + MVR2026.04		74.35	89.56	93.83	66.98
UMSA2026.04		74.25	89.83	93.58	66.15
CRST2026.06		74.1	—	—	66.68
DCEL2026.04		73.71	89.33	93.46	—
CFAM2026.04		73.67	89.71	93.57	65.94
TBPS-CLIP2026.04		73.54	88.19	92.35	65.38
TBPS-CLIP2026.06		73.54	—	—	65.38
IRRA2026.04		73.38	89.93	93.71	66.1
IRRA2026.06		73.38	—	—	66.13
MMRef2026.06		72.25	—	—	65.23
DM-Adapter2026.06		72.17	—	—	64.33
Li et al.2026.06		71.59	—	—	65.03
RDE2026.06		71.33	—	—	63.5
TP-TPS2026.06		70.16	—	—	66.32
CFine2026.04		69.57	85.93	91.15	—
CFine2026.06		69.57	—	—	—
UniPT2026.04		68.5	84.67	90.38	—
UniPT2026.06		68.5	—	—	—
VGSG2026.04		67.52	84.37	90.26	—
LCR2S2026.04		67.36	84.19	89.62	59.2
LCR2S2026.06		67.36	—	—	59.24
IVT2026.06		65.59	—	—	60.66
PBSL2026.06		65.32	—	—	—
LGUR2026.04		65.25	83.12	89	—
AXM-Net2026.06		64.44	—	—	58.73
CAIBC2026.04		64.43	82.87	88.37	—
LBUL2026.06		64.04	—	—	—
ISANet2026.06		63.92	—	—	—
SSAN2026.06		61.37	—	—	—
NAFS2026.06		59.36	—	—	54.07
TIMAM2026.06		54.51	—	—	—