⏳ Restore Images (#1791)

Restore images Signed-off-by: Ashwin Vaidya <[email protected]>
openvinotoolkit · Feb 28, 2024 · fa5ac1a · fa5ac1a
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diff --git a/docs/source/images/cfa/architecture.png b/docs/source/images/cfa/architecture.png
diff --git a/docs/source/images/cfa/results/0.png b/docs/source/images/cfa/results/0.png
diff --git a/docs/source/images/cfa/results/1.png b/docs/source/images/cfa/results/1.png
diff --git a/docs/source/images/cfa/results/2.png b/docs/source/images/cfa/results/2.png
diff --git a/docs/source/images/cflow/architecture.jpg b/docs/source/images/cflow/architecture.jpg
diff --git a/docs/source/images/cflow/results/0.png b/docs/source/images/cflow/results/0.png
diff --git a/docs/source/images/cflow/results/1.png b/docs/source/images/cflow/results/1.png
diff --git a/docs/source/images/cflow/results/2.png b/docs/source/images/cflow/results/2.png
diff --git a/docs/source/images/cs_flow/architecture1.jpg b/docs/source/images/cs_flow/architecture1.jpg
diff --git a/docs/source/images/cs_flow/architecture2.jpg b/docs/source/images/cs_flow/architecture2.jpg
diff --git a/docs/source/images/cs_flow/architecture3.jpg b/docs/source/images/cs_flow/architecture3.jpg
diff --git a/docs/source/images/draem/architecture.png b/docs/source/images/draem/architecture.png
diff --git a/docs/source/images/fastflow/architecture.jpg b/docs/source/images/fastflow/architecture.jpg
diff --git a/docs/source/images/fastflow/results/0.png b/docs/source/images/fastflow/results/0.png
diff --git a/docs/source/images/fastflow/results/1.png b/docs/source/images/fastflow/results/1.png
diff --git a/docs/source/images/fastflow/results/2.png b/docs/source/images/fastflow/results/2.png
diff --git a/docs/source/images/ganomaly/architecture.jpg b/docs/source/images/ganomaly/architecture.jpg
diff --git a/docs/source/images/padim/architecture.jpg b/docs/source/images/padim/architecture.jpg
diff --git a/docs/source/images/padim/results/0.png b/docs/source/images/padim/results/0.png
diff --git a/docs/source/images/padim/results/1.png b/docs/source/images/padim/results/1.png
diff --git a/docs/source/images/padim/results/2.png b/docs/source/images/padim/results/2.png
diff --git a/docs/source/images/patchcore/architecture.jpg b/docs/source/images/patchcore/architecture.jpg
diff --git a/docs/source/images/patchcore/results/0.png b/docs/source/images/patchcore/results/0.png
diff --git a/docs/source/images/patchcore/results/1.png b/docs/source/images/patchcore/results/1.png
diff --git a/docs/source/images/patchcore/results/2.png b/docs/source/images/patchcore/results/2.png
diff --git a/docs/source/images/reverse_distillation/architecture.png b/docs/source/images/reverse_distillation/architecture.png
diff --git a/docs/source/images/reverse_distillation/results/0.png b/docs/source/images/reverse_distillation/results/0.png
diff --git a/docs/source/images/reverse_distillation/results/1.png b/docs/source/images/reverse_distillation/results/1.png
diff --git a/docs/source/images/reverse_distillation/results/2.png b/docs/source/images/reverse_distillation/results/2.png
diff --git a/docs/source/images/stfpm/architecture.jpg b/docs/source/images/stfpm/architecture.jpg
diff --git a/docs/source/images/stfpm/results/0.png b/docs/source/images/stfpm/results/0.png
diff --git a/docs/source/images/stfpm/results/1.png b/docs/source/images/stfpm/results/1.png
diff --git a/docs/source/images/stfpm/results/2.png b/docs/source/images/stfpm/results/2.png
diff --git a/src/anomalib/models/image/cfa/README.md b/src/anomalib/models/image/cfa/README.md
@@ -12,7 +12,7 @@ Coupled-hypersphere-based Feature Adaptation (CFA) localizes anomalies using fea
 
 ## Architecture
 
-![Cfa Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/cfa/architecture.png "Cfa Architecture")
+![Cfa Architecture](../../../../../docs/source/images/cfa/architecture.png "Cfa Architecture")
 
 ## Usage
 
@@ -139,11 +139,11 @@ When the numbers are produced, early stopping callback (patience: 5) is used. It
 
 ### Sample Results
 
-![Sample Result 1](../../../../docs/source/images/cfa/results/0.png "Sample Result 1")
+![Sample Result 1](../../../../../docs/source/images/cfa/results/0.png "Sample Result 1")
 
-![Sample Result 2](../../../../docs/source/images/cfa/results/1.png "Sample Result 2")
+![Sample Result 2](../../../../../docs/source/images/cfa/results/1.png "Sample Result 2")
 
-![Sample Result 3](../../../../docs/source/images/cfa/results/2.png "Sample Result 3")
+![Sample Result 3](../../../../../docs/source/images/cfa/results/2.png "Sample Result 3")
 
 ## Reference
 

diff --git a/src/anomalib/models/image/cflow/README.md b/src/anomalib/models/image/cflow/README.md
@@ -10,7 +10,7 @@ CFLOW model is based on a conditional normalizing flow framework adopted for ano
 
 ## Architecture
 
-![CFlow Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/cflow/architecture.jpg "CFlow Architecture")
+![CFlow Architecture](../../../../../docs/source/images/cflow/architecture.jpg "CFlow Architecture")
 
 ## Usage
 
@@ -42,8 +42,8 @@ All results gathered with seed `42`.
 
 ### Sample Results
 
-![Sample Result 1](../../../../docs/source/images/cflow/results/0.png "Sample Result 1")
+![Sample Result 1](../../../../../docs/source/images/cflow/results/0.png "Sample Result 1")
 
-![Sample Result 2](../../../../docs/source/images/cflow/results/1.png "Sample Result 2")
+![Sample Result 2](../../../../../docs/source/images/cflow/results/1.png "Sample Result 2")
 
-![Sample Result 3](../../../../docs/source/images/cflow/results/2.png "Sample Result 3")
+![Sample Result 3](../../../../../docs/source/images/cflow/results/2.png "Sample Result 3")
diff --git a/src/anomalib/models/image/csflow/README.md b/src/anomalib/models/image/csflow/README.md
@@ -23,11 +23,11 @@ The anomaly score for each local position $(i,j)$ of the feature map $y^s$ at sc
 
 ## Architecture
 
-![CS-Flow Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/cs_flow/architecture1.jpg "CS-Flow Architecture")
+![CS-Flow Architecture](../../../../../docs/source/images/cs_flow/architecture1.jpg "CS-Flow Architecture")
 
-![Architecture of a Coupling Block](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/cs_flow/architecture2.jpg "Architecture of a Coupling Block")
+![Architecture of a Coupling Block](../../../../../docs/source/images/cs_flow/architecture2.jpg "Architecture of a Coupling Block")
 
-![Architecture of network predicting scale and shift parameters.](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/cs_flow/architecture3.jpg "Architecture of network predicting scale and shift parameters.")
+![Architecture of network predicting scale and shift parameters.](../../../../../docs/source/images/cs_flow/architecture3.jpg "Architecture of network predicting scale and shift parameters.")
 
 ## Usage
 
@@ -93,8 +93,4 @@ All results gathered with seed `42`.
 
 ### Sample Results
 
-![Sample Result 1](../../../../docs/source/images/csflow/results/0.png "Sample Result 1")
-
-![Sample Result 2](../../../../docs/source/images/csflow/results/1.png "Sample Result 2")
-
-![Sample Result 3](../../../../docs/source/images/csflow/results/2.png "Sample Result 3")
+### TODO: Add results
diff --git a/src/anomalib/models/image/draem/README.md b/src/anomalib/models/image/draem/README.md
@@ -12,12 +12,12 @@ For optimal results, DRAEM requires specifying the path to a folder of image dat
 
 ## Architecture
 
-![DRAEM Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/draem/architecture.png "DRAEM Architecture")
+![DRAEM Architecture](../../../../../docs/source/images/draem/architecture.png "DRAEM Architecture")
 
 ## Usage
 
 `python tools/train.py --model draem`
 
 ## Benchmark
 
-Benchmarking results are not yet available for this algorithm. Please check again later.
+### TODO: Add results + benchmark
diff --git a/src/anomalib/models/image/dsr/README.md b/src/anomalib/models/image/dsr/README.md
@@ -10,7 +10,7 @@ DSR is a quantized-feature based algorithm that consists of an autoencoder with
 
 ## Architecture
 
-![DSR Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/dsr/architecture.png "DSR Architecture")
+![DSR Architecture](../../../../../docs/source/images/dsr/architecture.png "DSR Architecture")
 
 ## Usage
 

diff --git a/src/anomalib/models/image/fastflow/README.md b/src/anomalib/models/image/fastflow/README.md
@@ -10,7 +10,7 @@ FastFlow is a two-dimensional normalizing flow-based probability distribution es
 
 ## Architecture
 
-![FastFlow Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/fastflow/architecture.jpg "FastFlow Architecture")
+![FastFlow Architecture](../../../../../docs/source/images/fastflow/architecture.jpg "FastFlow Architecture")
 
 ## Usage
 
@@ -110,8 +110,8 @@ All results gathered with seed `0`.
 
 ### Sample Results
 
-![Sample Result 1](../../../../docs/source/images/fastflow/results/0.png "Sample Result 1")
+![Sample Result 1](../../../../../docs/source/images/fastflow/results/0.png "Sample Result 1")
 
-![Sample Result 2](../../../../docs/source/images/fastflow/results/1.png "Sample Result 2")
+![Sample Result 2](../../../../../docs/source/images/fastflow/results/1.png "Sample Result 2")
 
-![Sample Result 3](../../../../docs/source/images/fastflow/results/2.png "Sample Result 3")
+![Sample Result 3](../../../../../docs/source/images/fastflow/results/2.png "Sample Result 3")
diff --git a/src/anomalib/models/image/ganomaly/README.md b/src/anomalib/models/image/ganomaly/README.md
@@ -12,7 +12,7 @@ The key idea here is that, during inference, when an anomalous image is passed t
 
 ## Architecture
 
-![GANomaly Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/ganomaly/architecture.jpg "GANomaly Architecture")
+![GANomaly Architecture](../../../../../docs/source/images/ganomaly/architecture.jpg "GANomaly Architecture")
 
 ## Usage
 

diff --git a/src/anomalib/models/image/padim/README.md b/src/anomalib/models/image/padim/README.md
@@ -12,7 +12,7 @@ During inference, Mahalanobis distance is used to score each patch position of t
 
 ## Architecture
 
-![PaDiM Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/padim/architecture.jpg "PaDiM Architecture")
+![PaDiM Architecture](../../../../../docs/source/images/padim/architecture.jpg "PaDiM Architecture")
 
 ## Usage
 
@@ -47,8 +47,8 @@ All results gathered with seed `42`.
 
 ### Sample Results
 
-![Sample Result 1](../../../../docs/source/images/padim/results/0.png "Sample Result 1")
+![Sample Result 1](../../../../../docs/source/images/padim/results/0.png "Sample Result 1")
 
-![Sample Result 2](../../../../docs/source/images/padim/results/1.png "Sample Result 2")
+![Sample Result 2](../../../../../docs/source/images/padim/results/1.png "Sample Result 2")
 
-![Sample Result 3](../../../../docs/source/images/padim/results/2.png "Sample Result 3")
+![Sample Result 3](../../../../../docs/source/images/padim/results/2.png "Sample Result 3")
diff --git a/src/anomalib/models/image/patchcore/README.md b/src/anomalib/models/image/patchcore/README.md
@@ -12,7 +12,7 @@ During inference this memory bank is coreset subsampled. Coreset subsampling gen
 
 ## Architecture
 
-![PatchCore Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/patchcore/architecture.jpg "PatchCore Architecture")
+![PatchCore Architecture](../../../../../docs/source/images/patchcore/architecture.jpg "PatchCore Architecture")
 
 ## Usage
 
@@ -47,8 +47,8 @@ All results gathered with seed `42`.
 
 ### Sample Results
 
-![Sample Result 1](../../../../docs/source/images/patchcore/results/0.png "Sample Result 1")
+![Sample Result 1](../../../../../docs/source/images/patchcore/results/0.png "Sample Result 1")
 
-![Sample Result 2](../../../../docs/source/images/patchcore/results/1.png "Sample Result 2")
+![Sample Result 2](../../../../../docs/source/images/patchcore/results/1.png "Sample Result 2")
 
-![Sample Result 3](../../../../docs/source/images/patchcore/results/2.png "Sample Result 3")
+![Sample Result 3](../../../../../docs/source/images/patchcore/results/2.png "Sample Result 3")
diff --git a/src/anomalib/models/image/reverse_distillation/README.md b/src/anomalib/models/image/reverse_distillation/README.md
@@ -12,7 +12,7 @@ During testing, a similar step is followed but this time the cosine distance bet
 
 ## Architecture
 
-![Anomaly Detection via Reverse Distillation from One-Class Embedding Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/reverse_distillation/architecture.png "Reverse Distillation Architecture")
+![Anomaly Detection via Reverse Distillation from One-Class Embedding Architecture](../../../../../docs/source/images/reverse_distillation/architecture.png "Reverse Distillation Architecture")
 
 ## Usage
 
@@ -44,8 +44,8 @@ All results gathered with seed `42`, train batch size `16`.
 
 ### Sample Results
 
-![Sample Result 1](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/reverse_distillation/results/0.png "Sample Result 1")
+![Sample Result 1](../../../../../docs/source/images/reverse_distillation/results/0.png "Sample Result 1")
 
-![Sample Result 2](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/reverse_distillation/results/1.png "Sample Result 2")
+![Sample Result 2](../../../../../docs/source/images/reverse_distillation/results/1.png "Sample Result 2")
 
-![Sample Result 3](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/reverse_distillation/results/2.png "Sample Result 3")
+![Sample Result 3](../../../../../docs/source/images/reverse_distillation/results/2.png "Sample Result 3")
diff --git a/src/anomalib/models/image/stfpm/README.md b/src/anomalib/models/image/stfpm/README.md
@@ -12,7 +12,7 @@ During inference, the feature pyramids of teacher and student networks are compa
 
 ## Architecture
 
-![STFPM Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/stfpm/architecture.jpg "STFPM Architecture")
+![STFPM Architecture](../../../../../docs/source/images/stfpm/architecture.jpg "STFPM Architecture")
 
 ## Usage
 
@@ -47,8 +47,8 @@ All results gathered with seed `42`.
 
 ### Sample Results
 
-![Sample Result 1](../../../../docs/source/images/stfpm/results/0.png "Sample Result 1")
+![Sample Result 1](../../../../../docs/source/images/stfpm/results/0.png "Sample Result 1")
 
-![Sample Result 2](../../../../docs/source/images/stfpm/results/1.png "Sample Result 2")
+![Sample Result 2](../../../../../docs/source/images/stfpm/results/1.png "Sample Result 2")
 
-![Sample Result 3](../../../../docs/source/images/stfpm/results/2.png "Sample Result 3")
+![Sample Result 3](../../../../../docs/source/images/stfpm/results/2.png "Sample Result 3")
diff --git a/src/anomalib/models/image/uflow/README.md b/src/anomalib/models/image/uflow/README.md
@@ -4,7 +4,7 @@
 
 This is the implementation of the [U-Flow](https://www.researchsquare.com/article/rs-3367286/latest) paper, based on the [original code](https://www.github.com/mtailanian/uflow)
 
-![U-Flow Architecture](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/diagram.png "U-Flow Architecture")
+![U-Flow Architecture](../../../../../docs/source/images/uflow/diagram.png "U-Flow Architecture")
 
 ## Abstract
 
@@ -14,29 +14,29 @@ This multiple-hypothesis testing strategy permits the derivation of robust autom
 The segmentation results are evaluated using the Intersection over Union (IoU) metric, and for assessing the generated anomaly maps we report the area under the Receiver Operating Characteristic curve (AUROC), and the area under the per-region-overlap curve (AUPRO).
 Extensive experimentation in various datasets shows that the proposed approach produces state-of-the-art results for all metrics and all datasets, ranking first in most MvTec-AD categories, with a mean pixel-level AUROC of 98.74%._
 
-![Teaser image](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/teaser.png)
+![Teaser image](../../../../../docs/source/images/uflow/teaser.jpg)
 
 ## Localization results
 
 ### Pixel AUROC over MVTec-AD Dataset
 
-![Pixel-AUROC results](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/pixel-auroc.png "Pixel-AUROC results")
+![Pixel-AUROC results](../../../../../docs/source/images/uflow/pixel-auroc.png "Pixel-AUROC results")
 
 ### Pixel AUPRO over MVTec-AD Dataset
 
-![Pixel-AUPRO results](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/pixel-aupro.png "Pixel-AUPRO results")
+![Pixel-AUPRO results](../../../../../docs/source/images/uflow/pixel-aupro.png "Pixel-AUPRO results")
 
 ## Segmentation results (IoU) with threshold log(NFA)=0
 
 This paper also proposes a method to automatically compute the threshold using the a contrario framework. All results below are obtained with the threshold log(NFA)=0.
 In the default code here, for the sake of comparison with all the other methods of the library, the segmentation is done computing the threshold over the anomaly map at train time.
 Nevertheless, the code for computing the segmentation mask with the NFA criterion is included in the `src/anomalib/models/uflow/anomaly_map.py`.
 
-![IoU results](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/iou.png "IoU results")
+![IoU results](../../../../../docs/source/images/uflow/iou.png "IoU results")
 
 ## Results over other datasets
 
-![Results over other datasets](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/more-results.png "Results over other datasets")
+![Results over other datasets](../../../../../docs/source/images/uflow/more-results.png "Results over other datasets")
 
 ## Benchmarking
 
@@ -111,18 +111,18 @@ Normalizing Flow outputs
 
 #### MVTec
 
-![MVTec results - anomalies](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/results-mvtec-anomalies.jpg "MVTec results - anomalies")
+![MVTec results - anomalies](../../../../../docs/source/images/uflow/results-mvtec-anomalies.jpg "MVTec results - anomalies")
 
 #### BeanTech, LGG MRI, STC
 
-![BeanTech, LGG MRI, STC results - anomalies](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/results-others-anomalies.jpg "BeanTech, LGG MRI, STC results - anomalies")
+![BeanTech, LGG MRI, STC results - anomalies](../../../../../docs/source/images/uflow/results-others-anomalies.jpg "BeanTech, LGG MRI, STC results - anomalies")
 
 ### Normal images
 
 #### MVTec
 
-![MVTec results - normal](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/results-mvtec-good.jpg "MVTec results - normal")
+![MVTec results - normal](../../../../../docs/source/images/uflow/results-mvtec-good.jpg "MVTec results - normal")
 
 #### BeanTech, LGG MRI, STC
 
-![BeanTech, LGG MRI, STC results - normal](https://raw.githubusercontent.com/openvinotoolkit/anomalib/main/docs/source/images/uflow/results-others-good.jpg "BeanTech, LGG MRI, STC results - normal")
+![BeanTech, LGG MRI, STC results - normal](../../../../../docs/source/images/uflow/results-others-good.jpg "BeanTech, LGG MRI, STC results - normal")