Image-level Anomaly Detection on HeadCT
98.2AUROCWMoE-CLIP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WMoE-CLIPEvaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 98.2 | 92.9 | 98.1 | — | — | — | |
| AACLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 96.9 | 93.1 | — | — | — | — | |
| AA-CLIPVenue=CVPR2025, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 96.8 | 93.4 | 95.3 | — | — | — | |
| MoECLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 96.6 | — | 94.5 | — | — | — | |
| Bayes-PFLBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 96.5 | 92.9 | 95.5 | — | — | — | |
| AdaCLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 95.7 | — | 93.2 | — | — | — | |
| AA-CLIPsetting=Zero-shot setting (ZSAD), domain=Medical, re-trained status=True2026.03 | 95.4 | — | 94.3 | — | — | — | |
| Bayes-PFLsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 95.4 | — | 93.2 | — | — | — | |
| AnomalyCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 95.3 | 89.7 | 95.2 | — | — | — | |
| AnomalyCLIPVenue=ICLR2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 95.3 | 89.7 | 95.2 | — | — | — | |
| AnomalyCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 95.1 | — | 95.3 | — | — | — | |
| AnomalyVFMevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 94.8 | 90.5 | — | — | — | — | |
| CLIP-ADBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 93.8 | 90.5 | 92.2 | — | — | — | |
| CLIP-ADVenue=IJCAI2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.8 | 90.5 | 92.2 | — | — | — | |
| APRIL-GANSupervision training protocol=w/ supervised training2024.07 | 93.6 | 86.4 | — | — | — | — | |
| AdaCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 93.4 | 86.5 | 92.2 | — | — | — | |
| AnomalyCLIPzero-shot=true2026.02 | 93.4 | 90.8 | 91.6 | — | — | — | |
| Ada-CLIPVenue=ECCV2024, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 93.3 | 86.5 | 92.2 | — | — | — | |
| AnomalyCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 93 | 88.4 | — | — | — | — | |
| FAPromptevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 93 | 88.2 | — | — | — | — | |
| Tipsomalyzero-shot=true2026.02 | 92.7 | 87.4 | 89.4 | — | — | — | |
| Bayes-PFLevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 92.6 | 86.3 | — | — | — | — | |
| AdaCLIPzero-shot=true2026.02 | 91.8 | 84.1 | 90.6 | — | — | — | |
| AdaCLIPSupervision training protocol=w/ supervised training2024.07 | 91.4 | 85.2 | — | — | — | — | |
| AdaCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=true2026.01 | 91.4 | 85.2 | — | — | — | — | |
| APRIL-GANBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 89.3 | 82 | 89.6 | — | — | — | |
| VANDzero-shot=true2026.02 | 89.2 | 82.1 | 89.5 | — | — | — | |
| April-GANsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 86.9 | — | 87.9 | — | — | — | |
| WinCLIPSupervision training protocol=w/o supervised training2024.07 | 84.1 | 79.8 | — | — | — | — | |
| WinCLIPevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 84.1 | 79.8 | — | — | — | — | |
| WinCLIPBackbone=ViT-L-14-336, Resolution=518x5182025.03 | 83.7 | 78.8 | 81.6 | — | — | — | |
| WinCLIPsetting=Zero-shot setting (ZSAD), domain=Medical2026.03 | 83.7 | — | 81.6 | — | — | — | |
| WinCLIPVenue=CVPR2023, Evaluation Protocol=Zero-shot, Backbone=ViT-L-14-3362026.03 | 83.7 | 78.8 | 81.6 | — | — | — | |
| SAMSupervision training protocol=w/ supervised training2024.07 | 78.4 | 76.4 | — | — | — | — | |
| DINOV2Supervision training protocol=w/ supervised training2024.07 | 71.4 | 72.4 | — | — | — | — | |
| SAASupervision training protocol=w/o supervised training2024.07 | 46.8 | 68 | — | — | — | — | |
| SAAevaluation_mode=zero-shot, auxiliary_medical_data_training=false2026.01 | 46.8 | 68 | — | — | — | — | |
| Anomaly-OVCategory=Anomaly, Size=7B, Zero-shot=true2026.03 | — | — | — | 39.8 | 66 | 49.6 | |
| AnomalyGPTCategory=Anomaly, Size=13B, Zero-shot=true2026.03 | — | — | — | 50.8 | 97 | 66.7 | |
| Citrus-VCategory=Medical, Size=8B, Zero-shot=true2026.03 | — | — | — | 78.7 | 100 | 88.1 | |
| Claude-3.5Category=Closed, Size=–, Zero-shot=true2026.03 | — | — | — | 50 | 100 | 66.7 | |
| GPT-4oCategory=Closed, Size=–, Zero-shot=true2026.03 | — | — | — | 48.7 | 100 | 65.5 | |
| InternVL2.5Category=General, Size=8B, Zero-shot=true2026.03 | — | — | — | 67.6 | 96 | 79.3 | |
| LingshuCategory=Medical, Size=7B, Zero-shot=true2026.03 | — | — | — | 91.4 | 94.1 | 92.8 | |
| LLaVA-MEDCategory=Medical, Size=7B, Zero-shot=true2026.03 | — | — | — | 54.1 | 77.9 | 63.8 | |
| MEDIC-ADCategory=Medical, Size=7B, Zero-shot=true2026.03 | — | — | — | 95.1 | 96 | 95.5 | |
| Qwen2.5-VLCategory=General, Size=7B, Zero-shot=true2026.03 | — | — | — | 61.6 | 100 | 76.3 |