Open junxnone opened 2 weeks ago
Anomaly Classification
Anomaly Segmentation
normal [o]
anomalous [o]
Compositional prompt ensemble
perfect/flawless/unblemished/without faw/without defect/without damage
damaged/with flaw/with defect/with damage/...
a cropped photo of the {}
a close-up photo of a {}
a photo of the {}
text embedding
Group Average
image embedding
sliding window
overlapping
armonic averaging
加权
image_embeddings
text_embeddings
window_embeddings
patch_embedings
WinCLIP
Anomaly Classification
Anomaly Segmentation
Arch
normal [o]
/anomalous [o]
Compositional prompt ensemble
perfect/flawless/unblemished/without faw/without defect/without damage
damaged/with flaw/with defect/with damage/...
a cropped photo of the {}
a close-up photo of a {}
a photo of the {}
text embedding
进行Group Average
和image embedding
计算相似度生成 AC Scoresliding window
生成 mid-scale/small-scale patchoverlapping
处的多个分数, 通过armonic averaging
/加权
提升分割性能anomalib Impl
Zero-Shot
image_embeddings
和text_embeddings
的余弦距离,再进行 softmaxwindow_embeddings
和text_embeddings
计算余弦距离,并聚合Few-Shot
patch_embedings
,window_embeddings
的余弦相似度Reference