Text-based Person Anomaly Search on PAB (test) benchmark leaderboard · SOTA2 Research

Text-based Person Anomaly Search on PAB (test)

84.93R@1X-VLM + CMP

Evaluation Results

Method	Links
X-VLM + CMP2026.04		84.93	99.09	99.75	91.66
X-VLM2026.04		81.95	98.84	99.19	89.86
RaSa2026.04		80.79	98.89	99.65	89.2
CLIP2026.04		77.6	98.84	99.75	87.35
IRRA2026.04		76.39	97.62	99.14	86.33
X-VLM + Ours2026.04		76.13	98.02	99.09	86.14
X-VLM + TCR2026.04		74.92	96.15	97.97	84.72
X-VLM + READ2026.04		74.62	96	98.18	84.61
WoRA2026.04		74.47	96.82	98.48	84.6
CAMeL2026.04		74.3	96.79	98.84	84.2
X-VLM + SHOT2026.04		73.66	95.8	97.82	83.97
X-VLM + Tent2026.04		73.5	95.65	97.57	83.71
X-VLM + SAR2026.04		73.2	97.87	99.09	84.58
APTM2026.04		72.14	95.3	97.17	82.78
X-VLM2026.04		71.94	97.78	98.99	83.96
MRA2026.04		70.53	94.69	97.47	81.59
CLIP2026.04		47.57	81.55	89.03	62.73
IRRA2026.04		30.59	59.61	68.91	44.41
CAMeL2026.04		24.47	50	58.75	36.75
APTM2026.04		22.9	45.8	52.38	33.56
WoRA2026.04		22.25	45.91	53.54	33.39
RaSa2026.04		21.74	27.3	27.96	24.35
MRA2026.04		9.91	23.66	31.45	17.15