Contamination Map Methodology

Vision / Model

AdaptCLIP, trained on MVTec AD

Organisation
Tencent YouTu Lab et al.
Family
AdaptCLIP · version 12_4_128_train_on_mvtec_3adapters_batch8/epoch_15.pth
Released
2025-05-15 (arXiv v1 submission date (https://arxiv.org/abs/2505.09926))
Checkpoints
csgaobb/AdaptCLIP adaptclip_checkpoints/12_4_128_train_on_mvtec_3adapters_batch8/epoch_15.pth
Weights
Open · gpl-2.0
Links
PaperModel cardCode

Training data disclosure: Full list

Level determined for 12% of benchmark cells.

“Following AnomalyCLIP [53], we train AdaptCLIP using the testing data from MVTec and evaluate zero-/few-shot performance on other datasets. As for the evaluation of MVTec, we train AdaptCLIP using the testing data of VisA.”
arxiv.org · paper · Section 4.1, Training and Testing Protocol · retrieved 2026-10-15
“Trained on MVTec-AD dataset”
huggingface.co · model card · Model Variants · retrieved 2026-10-15

Built on

Everything these base models may have seen is inherited by AdaptCLIP, trained on MVTec AD.

Other declared training data

Benchmark cells

Industrial anomaly detection

Test data seen MVTec AD · in fine-tuning data: its test split was used for training

Evidence (2)
“Following AnomalyCLIP [53], we train AdaptCLIP using the testing data from MVTec and evaluate zero-/few-shot performance on other datasets. As for the evaluation of MVTec, we train AdaptCLIP using the testing data of VisA.”
arxiv.org · paper · Section 4.1, Training and Testing Protocol · retrieved 2026-10-15
“Specifically, we train models using the test data from MVTec and evaluate zero-/few-shot performance on other datasets.”
arxiv.org · paper · Appendix, datasets · retrieved 2026-10-15

Unknown MVTec AD 2 · unknown for its base model OpenAI CLIP: training data not disclosed in enough detail

Unknown MVTec LOCO AD · unknown for its base model OpenAI CLIP: training data not disclosed in enough detail

Unknown VisA · unknown for its base model OpenAI CLIP: training data not disclosed in enough detail

Unknown Real-IAD · unknown for its base model OpenAI CLIP: training data not disclosed in enough detail

Unknown MPDD · unknown for its base model OpenAI CLIP: training data not disclosed in enough detail

Unknown BTAD · unknown for its base model OpenAI CLIP: training data not disclosed in enough detail

Unknown KolektorSDD2 · unknown for its base model OpenAI CLIP: training data not disclosed in enough detail

Notes

Visual/textual/prompt-query adapters on frozen CLIP. Used for zero-/few-shot results on all datasets except MVTec (VisA, BTAD, MPDD, Real-IAD, KSDD and others, medical sets). README (2025-12-15) also reports 4-shot results on Real-IAD Variety.

Sources