PCB Defect Analysis on UniPCB benchmark leaderboard · SOTA2 Research

PCB Defect Analysis on UniPCB

76.4Accuracy (P2)Gemini2.5-Pro

Evaluation Results

Method	Links
Gemini2.5-Pro2026.01		76.4	68.5	71.9	69.6	66.5	67.7	69.3	64.9	23.6	70.8	64.9
GPT5-Main2026.01		73.1	66.1	77	71.2	72.2	70.5	71	70.5	20.2	73.7	66.5
PCB-GPT2026.01		72.5	66.4	73.4	69	67.1	70.1	70	67.4	51.1	65.8	67.3
Qwen3-VL-Think2026.01		65.6	54.6	64.9	65.5	58	65.6	66.5	65	20.1	58.7	58.5
Gemini2.5-Flash2026.01		63.4	46.5	70.9	67.4	63.6	67.6	68.5	63.7	17	69.1	59.8
LLaVA-OV2026.01		61.6	55.4	73.2	56.7	68.7	70	67.1	67.9	—	59.8	58.1
Qwen3-VL-Instruct2026.01		61.5	48.7	64.8	66.2	64.6	65	68.2	64.1	22.2	61	58.6
IAD-R12026.01		58.9	50.1	56.9	54.7	56.4	61.3	60	60.5	15.2	36	51
InternVL3.52026.01		57.5	43.5	65.5	53.7	64.5	67.7	61.1	68	19.5	55.5	55.6
InternVL2.52026.01		56.7	39	66	64	66.6	68.1	67.7	65.6	14	58.7	56.6
MiniCPM-V4.52026.01		53.9	54	57.7	66.3	65.6	61	67.9	67.2	15.5	58.2	56.7
Qwen2.5-VL2026.01		53.2	44.2	66.7	50.4	63.7	68.1	60.7	66.5	22.3	54.3	55
InternVL32026.01		52.9	47.2	64.7	56	66.1	67.2	62.1	67.5	18	56.5	55.9
MiMo-V2-Flash2026.01		40	47.7	42	64	45.4	57.8	67	61.4	16.1	42.6	48.4
EMIT2026.01		36.4	48.5	69.3	60	70.2	69.2	67.1	70	10.5	60.2	56.1
DeepSeek2VL2026.01		17.5	24.4	57.8	47.3	53.3	64.6	62.2	63	—	39.6	43
AnomalyGPT2026.01		12.9	12.3	37.4	50.1	47	58.3	61.4	60	—	34.6	37.4