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Artifact Localization on LOKI (test)

0.175mIoUDiffDoctor
0.00860.05180.0950.1382Feb 24, 2026

Evaluation results

MethodLinks
DiffDoctorMethod Type=Artifact Segmentation Algorithm2026.020.1750.274
Qwen2.5-VL-7B + ArtiAgentMode=Fine-tuned with ArtiAgent, Training Set Size=100K2026.020.1290.198
InternVL3.5-8B + ArtiAgentMode=Fine-tuned with ArtiAgent, Training Set Size=100K2026.020.1260.196
Gemini-2.5-ProSystem Category=Proprietary VLM2026.020.1090.169
LEGIONMethod Type=Artifact Segmentation Algorithm2026.020.10.158
GPT-5System Category=Proprietary VLM2026.020.0890.141
Qwen2.5-VL-7BMode=Vanilla2026.020.0520.068
GPT-4oSystem Category=Proprietary VLM2026.020.0370.056
PALMethod Type=Artifact Segmentation Algorithm2026.020.0210.037
InternVL3.5-8BMode=Vanilla2026.020.0150.025