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+zigzagged/zigzagged_0124.jpg +zigzagged/zigzagged_0128.jpg +zigzagged/zigzagged_0130.jpg +zigzagged/zigzagged_0131.jpg diff --git a/fgvc-aircraft-2013b/README.html b/fgvc-aircraft-2013b/README.html new file mode 100644 index 0000000000000000000000000000000000000000..c644572a2541516ab071c8f0fb58ac4524c3a527 --- /dev/null +++ b/fgvc-aircraft-2013b/README.html @@ -0,0 +1,314 @@ + + + + + FGVC-Aircraft + + + + +

FGVC-Aircraft Benchmark

+ +

Fine-Grained Visual Classification of Aircraft (FGVC-Aircraft) is +a benchmark dataset for the fine grained visual categorization of +aircraft.

+ + + +

Please use the following citation when referring to this dataset:

+ +

Fine-Grained Visual Classification of Aircraft, S. Maji, J. Kannala, +E. Rahtu, M. Blaschko, A. Vedaldi, arXiv.org, 2013

+ +
@techreport{maji13fine-grained,
+   title         = {Fine-Grained Visual Classification of Aircraft},
+   author        = {S. Maji and J. Kannala and E. Rahtu
+                    and M. Blaschko and A. Vedaldi},
+   year          = {2013},
+   archivePrefix = {arXiv},
+   eprint        = {1306.5151},
+   primaryClass  = "cs-cv",
+}
+
+ +

For further information see:

+ + + +

Note. This data has been used as part of the ImageNet FGVC +challenge in conjuction with the International Conference on Computer +Vision (ICCV) 2013. Test labels were not made available until the +challenge due to the ImageNet challenge policy. They have now been +released as part of the download above. If you arelady downloaded the +iamge archive and want to have access to the test labels, simply +download the annotations archive again.

+ +

Note. Images in the benchmark are generously made available for +non-commercial research purposes only by a number of airplane +spotters. Please note that the original authors retain the copyright +of the respective photographs and should be contacted for any other +use. For further details see the copyright note below.

+ +

Quick start

+ +

The dataset contains 10,200 images of aircraft, with 100 images for +each of 102 different aircraft model variants, most of which are +airplanes. The (main) aircraft in each image is annotated with a tight +bounding box and a hierarchical airplane model label.

+ +

Aircraft models are organized in a four-levels hierarchy. The four +levels, from finer to coarser, are:

+ + + +

The data is divided into three equally-sized training, validation +and test subsets. The first two sets can be used for development, +and the latter should be used for final evaluation only. The format of +the data is described next.

+ +

The performance of a fine-grained classification algorithm is +evaluated in term of average class-prediction accuracy. This is +defined as the average of the diagonal of the row-normalized confusion +matrix, as used for example in Caltech-101. Three classification +challenges are considered: variant, family, and manufacturer. An +evaluation script in MATLAB is provided.

+ +

About aircraft

+ +

Aircraft, and in particular airplanes, are alternative to objects +typically considered for fine-grained categorization such as birds and +pets. There are several aspects that make aircraft model recognition +particularly interesting. Firstly, aircraft designs span a hundred +years, including many thousand different models and hundreds of +different makes and airlines. Secondly, aircraft designs vary +significantly depending on the size (from home-built to large +carriers), destination (private, civil, military), purpose +(transporter, carrier, training, sport, fighter, etc.), propulsion +(glider, propeller, jet), and many other factors including +technology. One particular axis of variation, which is is not shared +with categories such as animals, is the fact that the structure of +the aircraft changes with their design (number of wings, +undercarriages, wheel per undercarriage, engines, etc.). Thirdly, any +given aircraft model can be re-purposed or used by different +companies, which causes further variations in appearance +(livery). These, depending on the identification task, may be consider +as noise or as useful information to be extracted. Finally, aircraft +are largely rigid objects, which simplifies certain aspects of their +modeling (compared to highly-deformable animals such as cats), +allowing one to focus on the core aspects of the fine-grained +recognition problem.

+ +

Data format

+ +

The directory data contains the images as well as a number of text +files with the data annotations.

+ +

Images are contained in the data/images sub-directory. They are in +JPEG format and have a name composed of seven digits and the .jpg +suffix (e.g. data/images/1187707.jpg). The image resolution is about +1-2MP. Each image has at the bottom a banner 20 pixels high containing +copyright information. Please make sure to remove this banner +when using the images to train and evaluate algorithms.

+ +

The annotations come in a number of text files. Each line of these +files contains an image name optionally followed by an image +annotation, either a textual label or a sequence of numbers.

+ +

data/images_train.txt contains the list of training images:

+ +
+0787226
+1481091
+1548899
+0674300
+...
+
+ +

Similar files data/images_val.txt and data/images_test.txt contain the list +of validation and test images.

+ +

data/images_variant_train.txt, data/images_family_train.txt, and +data/images_manufacturer_train.txt contain the list of training +images annotated with the model variant, family, and manufacturer +names respectively:

+ +
+0787226 Abingdon Spherical Free Balloon
+1481091 AEG Wagner Eule
+1548899 Aeris Naviter AN-2 Enara
+0674300 Aeritalia F-104S Starfighter
+...
+
+ +

Similar files are provided for the validation and test subsets.

+ +

Finally, data/images_box.txt contains the aircraft bounding +boxes, one per image. The bounding box is specified by four numbers: +xmin, ymin, xmax and ymax. The top-left pixel of an image has +coordinate (1,1).

+ +

Evaluation

+ +

The performance of a classifier is measured in term of its average +classification accuracy, as detailed next.

+ +

Evaluation metric

+ +

The output of a classification algorithm must be a list of triplets of +the type (image,label,score), where

+ + + +

When computing the classification accuracy, an image is assigned the +label contained in its highest-scoring triplet. An image that has no +triplets is considered unclassified and always count as a +classification error (therefore it is better to guess at least one +label for each image rather than leaving it unclassified).

+ +

The quality of the predictions is measured in term of average +accuracy, obtained as follows:

+ + + +

There are three challenges: classifying the aircraft variant, family, and manufacturer.

+ +

Evaluation code

+ +

The evaluation protocol has been implemented in the MATLAB m-file +evaluation.m. This function takes the path to the data folder, a +composite name indicating the evaluation subset and challenge +(e.g. 'manufacturer_test' or 'family_val'), and the list of +triplets, and returns the confusion matrix. For example

+ +
+images = {'2074164'} ;
+labels = {'McDonnell Douglas MD-90-30'} ;
+scores = 1 ;
+confusion = evaluate('/path/fgcv-aircraft/data', 'test', images, labels, scores) ;
+accuracy = mean(diag(confusion)) ;
+
+ +

evaluates a classifier output containing exactly one triplet (image, +label, score), where the image is '2074164', its predicted class is +'McDonnell Douglas MD-90-30', and the score of the prediction is +1. In practice, a complete set of predictions (one for each +image-class pair) is usually evaluated.

+ +

See the builtin help of the evaluation MATLAB functions for further +practical details. See also example_evaluation.m for examples on how +to use this function.

+ +

Acknowledgments

+ +

The creation of this dataset started during the Johns Hopkins CLSP +Summer Workshop 2012 +Towards a Detailed Understanding of Objects and Scenes in Natural Images +with, in alphabetical order, Matthew B. Blaschko, Ross B. Girshick, +Juho Kannala, Iasonas Kokkinos, Siddharth Mahendran, Subhransu Maji, +Sammy Mohamed, Esa Rahtu, Naomi Saphra, Karen Simonyan, Ben Taskar, +Andrea Vedaldi, and David Weiss.

+ +

The CLSP workshop was supported by the National Science Foundation via +Grant No 1005411, the Office of the Director of National Intelligence +via the JHU Human Language Technology Center of Excellence; and Google +Inc.

+ +

A special thanks goes to Pekka Rantalankila for helping with the +creation of the airplane hieararchy.

+ +

Many thanks to the photographers that kindly made available their +images for research purposes. Each photographer is listed below, along +with a link to his/her airlners.net page:

+ + + +

Please note that the images are made available exclusively for +non-commercial research purposes. The original authors retain the +copyright on the respective pictures and should be contacted for any +other usage of them.

+ +

Release notes

+ + + + + diff --git a/fgvc-aircraft-2013b/README.md b/fgvc-aircraft-2013b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..fced03ccf31b5abbec6eccd5329418ded0668476 --- /dev/null +++ b/fgvc-aircraft-2013b/README.md @@ -0,0 +1,261 @@ +# FGVC-Aircraft Benchmark + +**Fine-Grained Visual Classification of Aircraft (FGVC-Aircraft)** is +a benchmark dataset for the fine grained visual categorization of +aircraft. + +* [Data, annotations, and evaluation code](archives/fgvc-aircraft-2013b.tar.gz) [2.75 GB | [MD5 Sum](archives/fgvc-aircraft-2013b.html)]. +* [Annotations and evaluation code only](archives/fgvc-aircraft-2013b-annotations.tar.gz) [375 KB | [MD5 Sum](archives/fgvc-aircraft-2013b-annotations.html)]. +* Project [home page](http://www.robots.ox.ac.uk/~vgg/data/fgvc-aircraft/). +* This data was used as part of the fine-grained recognition challenge + [FGComp 2013](https://sites.google.com/site/fgcomp2013/) which ran + jointly with the ImageNet Challenge 2013 + ([results](https://sites.google.com/site/fgcomp2013/results)). Please + note that *the evaluation code provided here may differ* from the + one used in the challenge. + +Please use the following citation when referring to this dataset: + +*Fine-Grained Visual Classification of Aircraft*, S. Maji, J. Kannala, +E. Rahtu, M. Blaschko, A. Vedaldi, [arXiv.org](http://arxiv.org/abs/1306.5151), 2013 + + @techreport{maji13fine-grained, + title = {Fine-Grained Visual Classification of Aircraft}, + author = {S. Maji and J. Kannala and E. Rahtu + and M. Blaschko and A. Vedaldi}, + year = {2013}, + archivePrefix = {arXiv}, + eprint = {1306.5151}, + primaryClass = "cs-cv", + } + +For further information see: + +* [Quick start](#quick) + * [About aircraft](#aircraft) +* [Data and annotation format](#format) +* [Evaluation](#evaluation) + * [Evaluation metric](#metric) + * [Evaluation code](#code) +* [Ackwonledgments](#ack) +* [Release notes](#release) + +**Note.** This data has been used as part of the *ImageNet FGVC +challenge in conjuction with the International Conference on Computer +Vision (ICCV) 2013*. Test labels were not made available until the +challenge due to the ImageNet challenge policy. They have now been +released as part of the download above. If you arelady downloaded the +iamge archive and want to have access to the test labels, simply +download the annotations archive again. + +**Note.** Images in the benchmark are generously made available **for +non-commercial research purposes only** by a number of *airplane +spotters*. Please note that the original authors retain the copyright +of the respective photographs and should be contacted for any other +use. For further details see the [copyright note](#ack) below. + +# Quick start + +The dataset contains 10,200 images of aircraft, with 100 images for +each of 102 different aircraft model variants, most of which are +airplanes. The (main) aircraft in each image is annotated with a tight +bounding box and a hierarchical airplane model label. + +Aircraft models are organized in a four-levels hierarchy. The four +levels, from finer to coarser, are: + +* **Model**, e.g. *Boeing 737-76J*. Since certain models are nearly visually + indistinguishable, this level is not used in the evaluation. +* **Variant**, e.g. *Boeing 737-700*. A variant collapses all the + models that are visually indistinguishable into one class. The + dataset comprises 102 different variants. +* **Family**, e.g. *Boeing 737*. The dataset comprises 70 different + families. +* **Manufacturer**, e.g. *Boeing*. The dataset comprises 41 + different manufacturers. + +The data is divided into three equally-sized *training*, *validation* +and *test* subsets. The first two sets can be used for development, +and the latter should be used for final evaluation only. The format of +the data is described [next](#format). + +The performance of a fine-grained classification algorithm is +evaluated in term of average class-prediction accuracy. This is +defined as the average of the diagonal of the row-normalized confusion +matrix, as used for example in Caltech-101. Three classification +challenges are considered: variant, family, and manufacturer. An +[evaluation script](#software) in MATLAB is provided. + +## About aircraft + +Aircraft, and in particular airplanes, are alternative to objects +typically considered for fine-grained categorization such as birds and +pets. There are several aspects that make aircraft model recognition +particularly interesting. Firstly, aircraft designs span a hundred +years, including many thousand different models and hundreds of +different makes and airlines. Secondly, aircraft designs vary +significantly depending on the size (from home-built to large +carriers), destination (private, civil, military), purpose +(transporter, carrier, training, sport, fighter, etc.), propulsion +(glider, propeller, jet), and many other factors including +technology. One particular axis of variation, which is is not shared +with categories such as animals, is the fact that the *structure* of +the aircraft changes with their design (number of wings, +undercarriages, wheel per undercarriage, engines, etc.). Thirdly, any +given aircraft model can be re-purposed or used by different +companies, which causes further variations in appearance +(livery). These, depending on the identification task, may be consider +as noise or as useful information to be extracted. Finally, aircraft +are largely rigid objects, which simplifies certain aspects of their +modeling (compared to highly-deformable animals such as cats), +allowing one to focus on the core aspects of the fine-grained +recognition problem. + +# Data format + +The directory `data` contains the images as well as a number of text +files with the data annotations. + +Images are contained in the `data/images` sub-directory. They are in +JPEG format and have a name composed of seven digits and the `.jpg` +suffix (e.g. `data/images/1187707.jpg`). The image resolution is about +1-2MP. Each image has at the bottom a banner 20 pixels high containing +[copyright](#ack) information. Please make sure to remove this banner +when using the images to train and evaluate algorithms. + +The annotations come in a number of text files. Each line of these +files contains an image name optionally followed by an image +annotation, either a textual label or a sequence of numbers. + +`data/images_train.txt` contains the list of training images: +
+0787226
+1481091
+1548899
+0674300
+...
+
+Similar files `data/images_val.txt` and `data/images_test.txt` contain the list +of validation and test images. + +`data/images_variant_train.txt`, `data/images_family_train.txt`, and +`data/images_manufacturer_train.txt` contain the list of training +images annotated with the model variant, family, and manufacturer +names respectively: +
+0787226 Abingdon Spherical Free Balloon
+1481091 AEG Wagner Eule
+1548899 Aeris Naviter AN-2 Enara
+0674300 Aeritalia F-104S Starfighter
+...
+
+Similar files are provided for the validation and test subsets. + +Finally, `data/images_box.txt` contains the aircraft bounding +boxes, one per image. The bounding box is specified by four numbers: +*xmin*, *ymin*, *xmax* and *ymax*. The top-left pixel of an image has +coordinate (1,1). + +# Evaluation + +The performance of a classifier is measured in term of its average +classification accuracy, as detailed next. + +## Evaluation metric + +The output of a classification algorithm must be a list of triplets of +the type (*image*,*label*,*score*), where + +* *image* is an image label, i.e. a seven-digit number, +* *label* is an image label, i.e.. an aircraft model variant, family, or manufacturer, and +* *score* is a real number expressing the belief in the judgment. + +When computing the classification accuracy, an image is assigned the +label contained in its highest-scoring triplet. An image that has no +triplets is considered unclassified and always count as a +classification error (therefore it is better to guess at least one +label for each image rather than leaving it unclassified). + +The quality of the predictions is measured in term of *average +accuracy*, obtained as follows: + +* The confusion matrix is square, with one row per class. +* Each element of the confusion matrix is the number of time aircraft + of a given class (specified by the row) are classified as a second + class (column). Ideally, the confusion matrix should be diagonal. +* The confusion matrix is row-normalized by the number of images of + the corresponding aircraft class (each row therefore sums to one if + there are no unclassified images). +* The average accuracy is computed as the average of the diagonal of + the confusion matrix. + +There are three challenges: classifying the aircraft variant, family, and manufacturer. + +## Evaluation code + +The evaluation protocol has been implemented in the MATLAB m-file +`evaluation.m`. This function takes the path to the `data` folder, a +composite name indicating the evaluation subset and challenge +(e.g. `'manufacturer_test'` or `'family_val'`), and the list of +triplets, and returns the confusion matrix. For example + +
+images = {'2074164'} ;
+labels = {'McDonnell Douglas MD-90-30'} ;
+scores = 1 ;
+confusion = evaluate('/path/fgcv-aircraft/data', 'test', images, labels, scores) ;
+accuracy = mean(diag(confusion)) ;
+
+ +evaluates a classifier output containing exactly one triplet (image, +label, score), where the image is `'2074164'`, its predicted class is +`'McDonnell Douglas MD-90-30'`, and the score of the prediction is +`1`. In practice, a complete set of predictions (one for each +image-class pair) is usually evaluated. + +See the builtin help of the `evaluation` MATLAB functions for further +practical details. See also `example_evaluation.m` for examples on how +to use this function. + +# Acknowledgments + +The creation of this dataset started during the *Johns Hopkins CLSP +Summer Workshop 2012* +[Towards a Detailed Understanding of Objects and Scenes in Natural Images](http://www.clsp.jhu.edu/workshops/archive/ws-12/groups/tduosn/) +with, in alphabetical order, Matthew B. Blaschko, Ross B. Girshick, +Juho Kannala, Iasonas Kokkinos, Siddharth Mahendran, Subhransu Maji, +Sammy Mohamed, Esa Rahtu, Naomi Saphra, Karen Simonyan, Ben Taskar, +Andrea Vedaldi, and David Weiss. + +The CLSP workshop was supported by the National Science Foundation via +Grant No 1005411, the Office of the Director of National Intelligence +via the JHU Human Language Technology Center of Excellence; and Google +Inc. + +A special thanks goes to Pekka Rantalankila for helping with the +creation of the airplane hieararchy. + +Many thanks to the photographers that kindly made available their +images for research purposes. Each photographer is listed below, along +with a link to his/her [airlners.net](http://airliners.net) page: + +* [Mick Bajcar](http://www.airliners.net/profile/dendrobatid) +* [Aldo Bidini](http://www.airliners.net/profile/aldobid) +* [Wim Callaert](http://www.airliners.net/profile/minoeke) +* [Tommy Desmet](http://www.airliners.net/profile/tommypilot) +* [Thomas Posch](http://www.airliners.net/profile/snorre) +* [James Richard Covington](http://www.airliners.net/profile/lemonkitty) +* [Gerry Stegmeier](http://www.airliners.net/profile/stegi) +* [Ben Wang](http://www.airliners.net/profile/aal151heavy) +* [Darren Wilson](http://www.airliners.net/profile/dazbo5) +* [Konstantin von Wedelstaedt](http://www.airliners.net/profile/fly-k) + +Please note that the images are made available **exclusively for +non-commercial research purposes**. The original authors retain the +copyright on the respective pictures and should be contacted for any +other usage of them. + +# Release notes + +* *FGVC-Aircraft 2013b* - The same as 2013a, but with test annotations included. +* *FGVC-Aircraft 2013a* - First public release of the data. diff --git a/fgvc-aircraft-2013b/data/families.txt b/fgvc-aircraft-2013b/data/families.txt new file mode 100644 index 0000000000000000000000000000000000000000..140cd78cd53023f261e70b3f999d172225f723a2 --- /dev/null +++ b/fgvc-aircraft-2013b/data/families.txt @@ -0,0 +1,70 @@ +A300 +A310 +A320 +A330 +A340 +A380 +ATR-42 +ATR-72 +An-12 +BAE 146 +BAE-125 +Beechcraft 1900 +Boeing 707 +Boeing 717 +Boeing 727 +Boeing 737 +Boeing 747 +Boeing 757 +Boeing 767 +Boeing 777 +C-130 +C-47 +CRJ-200 +CRJ-700 +Cessna 172 +Cessna 208 +Cessna Citation +Challenger 600 +DC-10 +DC-3 +DC-6 +DC-8 +DC-9 +DH-82 +DHC-1 +DHC-6 +DR-400 +Dash 8 +Dornier 328 +EMB-120 +Embraer E-Jet +Embraer ERJ 145 +Embraer Legacy 600 +Eurofighter Typhoon +F-16 +F/A-18 +Falcon 2000 +Falcon 900 +Fokker 100 +Fokker 50 +Fokker 70 +Global Express +Gulfstream +Hawk T1 +Il-76 +King Air +L-1011 +MD-11 +MD-80 +MD-90 +Metroliner +PA-28 +SR-20 +Saab 2000 +Saab 340 +Spitfire +Tornado +Tu-134 +Tu-154 +Yak-42 diff --git a/fgvc-aircraft-2013b/data/images_box.txt b/fgvc-aircraft-2013b/data/images_box.txt new file mode 100644 index 0000000000000000000000000000000000000000..39ea8aaf12a65170a24aab1f00c8bc8b3c0cc3ac --- /dev/null +++ b/fgvc-aircraft-2013b/data/images_box.txt @@ -0,0 +1,10000 @@ +1025794 3 144 998 431 +0481847 73 220 1198 508 +1514522 7 217 1196 551 +1340192 83 155 964 462 +0810608 19 146 986 443 +0747566 48 69 998 348 +0056978 1 129 891 436 +1514481 11 206 1194 522 +1008575 6 133 1022 469 +0698580 8 164 996 435 +0887066 1 47 1007 531 +0717480 17 90 1197 555 +0450014 29 396 1268 634 +1318819 8 199 1196 525 +0991569 99 153 981 452 +1042824 54 167 930 427 +0624128 16 36 1021 545 +1446335 9 188 1191 518 +0894380 1 179 984 428 +0602177 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+0967831 Yak-42 +1149065 Yak-42 +0490173 Yak-42 +1026133 Yak-42 +1004799 Yak-42 +1544138 Yak-42 +1176947 Yak-42 +0302870 Yak-42 +1826635 Yak-42 +0645411 Yak-42 +0968748 Yak-42 +0836160 Yak-42 +0746093 Yak-42 +0967818 Yak-42 +1227260 Yak-42 +0523140 Yak-42 +1203670 Yak-42 +0944182 Yak-42 +1340345 Yak-42 +0765754 Yak-42 +1594714 Yak-42 diff --git a/fgvc-aircraft-2013b/data/manufacturers.txt b/fgvc-aircraft-2013b/data/manufacturers.txt new file mode 100644 index 0000000000000000000000000000000000000000..51cfe1a97c50f5e1154afddfff80d0f442f6f235 --- /dev/null +++ b/fgvc-aircraft-2013b/data/manufacturers.txt @@ -0,0 +1,30 @@ +ATR +Airbus +Antonov +Beechcraft +Boeing +Bombardier Aerospace +British Aerospace +Canadair +Cessna +Cirrus Aircraft +Dassault Aviation +Dornier +Douglas Aircraft Company +Embraer +Eurofighter +Fairchild +Fokker +Gulfstream Aerospace +Ilyushin +Lockheed Corporation +Lockheed Martin +McDonnell Douglas +Panavia +Piper +Robin +Saab +Supermarine +Tupolev +Yakovlev +de Havilland diff --git a/fgvc-aircraft-2013b/data/variants.txt b/fgvc-aircraft-2013b/data/variants.txt new file mode 100644 index 0000000000000000000000000000000000000000..7bedd0c5840d106f34ee55833a31db80a9773e9b --- /dev/null +++ b/fgvc-aircraft-2013b/data/variants.txt @@ -0,0 +1,100 @@ +707-320 +727-200 +737-200 +737-300 +737-400 +737-500 +737-600 +737-700 +737-800 +737-900 +747-100 +747-200 +747-300 +747-400 +757-200 +757-300 +767-200 +767-300 +767-400 +777-200 +777-300 +A300B4 +A310 +A318 +A319 +A320 +A321 +A330-200 +A330-300 +A340-200 +A340-300 +A340-500 +A340-600 +A380 +ATR-42 +ATR-72 +An-12 +BAE 146-200 +BAE 146-300 +BAE-125 +Beechcraft 1900 +Boeing 717 +C-130 +C-47 +CRJ-200 +CRJ-700 +CRJ-900 +Cessna 172 +Cessna 208 +Cessna 525 +Cessna 560 +Challenger 600 +DC-10 +DC-3 +DC-6 +DC-8 +DC-9-30 +DH-82 +DHC-1 +DHC-6 +DHC-8-100 +DHC-8-300 +DR-400 +Dornier 328 +E-170 +E-190 +E-195 +EMB-120 +ERJ 135 +ERJ 145 +Embraer Legacy 600 +Eurofighter Typhoon +F-16A/B +F/A-18 +Falcon 2000 +Falcon 900 +Fokker 100 +Fokker 50 +Fokker 70 +Global Express +Gulfstream IV +Gulfstream V +Hawk T1 +Il-76 +L-1011 +MD-11 +MD-80 +MD-87 +MD-90 +Metroliner +Model B200 +PA-28 +SR-20 +Saab 2000 +Saab 340 +Spitfire +Tornado +Tu-134 +Tu-154 +Yak-42 diff --git a/fgvc-aircraft-2013b/evaluation.m b/fgvc-aircraft-2013b/evaluation.m new file mode 100644 index 0000000000000000000000000000000000000000..d4dcc6959445d9415b66756975d8ae6c4c051331 --- /dev/null +++ b/fgvc-aircraft-2013b/evaluation.m @@ -0,0 +1,118 @@ +function [confusion, results] = evaluation(datasetPath, split, images, labels, scores) +% EVALUATION Evaluate classification results +% CONFUSION = EVALUATION(DATASETPATH, SPLIT, IMAGES, LABELS, SCORES) +% evaluate the classification results IMAGES,LABELS,SCORES on the +% data split SPLIT. +% +% IMAGES, LABELS and SCORES are one-dimensional arrays of the same length, +% specifying a number of (image,lable,score) triplets. IMAGES and +% LABELS can be either cell arrays of strings, with the name of +% images and airplane models respectively, or indexes in the list of +% images (images.txt) and evaluated airplane models +% (models_evaluated.txt) -- the latter option is generally more +% efficient. SCORES is a numeric array containing the score of the +% corresponding predictions. +% +% CONFUSION is confusion matrix, with one row +% per ground truth class and one column per estimated class. The +% average accuracy is simply the average of the diagonal of the confusion. +% +% [~,RESULTS] = EVALUATION() returns an additional struct array with +% one entry for each evaluated class. It has the following +% fields: +% +% RESULTS.RC - Recall +% RESULTS.PR - Precision +% RESULTS.TP - True positive rate +% RESULTS.TN - True negative rate +% RESULTS.AP - Average precision +% RESULTS.ROCEER - ROC Equal Error Rate + +% Author: Andrea Vedaldi + +% Copyright (C) 2013 Andrea Vedaldi +% This code is released in the public domain. + +% Get the ground truth image list and labels for the set. + +[images0, labels0] = textread(fullfile(datasetPath, ['images_' split '.txt']), '%7s%*1s%s', 'delimiter', '\n', 'whitespace', '') ; +[classes0, ~, y0] = unique(labels0) ; + +% Convert character labels to indexes. Images and ground truth classes +% are assigned a number in the same order as the training data. + +ok = true(size(labels)) ; +if isnumeric(labels) + y = labels ; +else + [~,y] = ismember(labels, classes0) ; + if any(y == 0) + for i = find(y == 0) + warning('Class %s not found in set of ground truth classes\n', labels{i}) ; + ok(i) = false ; + end + end +end + +if isnumeric(images) + x = images ; +else + [~, x] = ismember(images, images0) ; + if any(y == 0) + for i = find(y == 0) + warning('Image %s was not found in set of ground truth images\n', images{i}) ; + ok(i) = false ; + end + end +end +y0 = y0' ; +y = y(ok)' ; +x = x(ok)' ; + +numImages = numel(images0) ; +numClasses = numel(classes0) ; + +fprintf('%s: %s split, %d classes, %d images\n', mfilename, split, numClasses, numImages) ; + +% Iterate over predicted classes. For each, initialize all prediction +% scores for all images to -infinity. Then, replace the score for +% those image-label pairs that appear in the input. + +scorem = -inf(numClasses, numImages) ; +for y1 = 1:numClasses + scorem(y1, x(y == y1)) = scores(y == y1) ; + + [rc,pr,info] = vl_pr(2 * (y0 == y1) - 1, scorem(y1, :), 'IncludeInf', false) ; + results(y1).rc = rc ; + results(y1).pr = pr ; + results(y1).ap = info.ap ; + + [tp,tn,info] = vl_roc(2 * (y0 == y1) - 1, scorem(y1, :), 'IncludeInf', false) ; + results(y1).tp = tp ; + results(y1).tn = tn ; + + results(y1).roceer = info.eer ; + results(y1).name = classes0{y1} ; + results(y1).numGtSamples = sum(y0 == y1) ; + results(y1).numCandidates = sum(y == y1) ; + + fprintf('%s: %25s [%5d gt,%5d cands] AP %5.2f%%, ROC-EER %5.2f%%\n', ... + mfilename, ... + results(y1).name, ... + results(y1).numGtSamples, ... + results(y1).numCandidates, ... + results(y1).ap * 100, ... + results(y1).roceer * 100) ; +end + +confusion = zeros(numClasses) ; +[~, preds] = max([-inf(1, numImages) ; scorem]) ; +preds = preds - 1 ; + +for y1 = 1:numClasses + z = accumarray(preds(preds > 0 & y0 == y1)', 1, [numClasses 1])' ; + z = z/results(y1).numGtSamples ; + confusion(y1,:) = z ; +end + +fprintf('%s: mean accuracy: %.2f %%\n', mfilename, mean(diag(confusion))*100) ; diff --git a/fgvc-aircraft-2013b/example_evaluation.m b/fgvc-aircraft-2013b/example_evaluation.m new file mode 100644 index 0000000000000000000000000000000000000000..f3e0b34f0eceff413db4b9efaf9467ddc6999c70 --- /dev/null +++ b/fgvc-aircraft-2013b/example_evaluation.m @@ -0,0 +1,43 @@ +% Demonstrates the use of the EVALUATION() functions. + +% choose a task-set combination +split = 'variant_test' ; +%split = 'variant_trainval' ; +%split = 'family_test' ; +%split = 'manufacturer_test' ; + +switch 1 + case 1 + % Example 1: the evaluation set contains exactly one image-label pair + images = {'0900914'} ; + labels = {'747-400'} ; + scores = 1 ; + case 2 + % Example 2: the evaluation set contains exactly all the ground truth image-label pairs (perfect + % performance). + [images, labels] = textread(fullfile('data', ['images_' split '.txt']), '%7s%*1s%s', 'delimiter', '\n', 'whitespace', '') ; + scores = ones(size(labels)) ; + case 3 + % Example 3: the evaluation set contains all the possible + % image-label pair and random scores. Numeric inputs are used + % for efficiency. + [images0, labels0] = textread(fullfile('data', ['images_' split '.txt']), '%7s%*1s%s', 'delimiter', '\n', 'whitespace', '') ; + n = numel(images0) ; + clear images labels scores ; + for ci = 1:100 + images{ci} = 1:n ; + labels{ci} = repmat(ci,1,n) ; + scores{ci} = randn(1,n) ; + end + images = [images{:}] ; + labels = [labels{:}] ; + scores = [scores{:}] ; +end + +[confusion, results] = evaluation('data', split, images, labels, scores) ; + +figure(1) ; clf ; +imagesc(confusion) ; axis tight equal ; +xlabel('predicted') ; +ylabel('ground truth') ; +title(sprintf('mean accuracy: %.2f %%\n', mean(diag(confusion))*100)) ; diff --git a/fgvc-aircraft-2013b/vl_argparse.m b/fgvc-aircraft-2013b/vl_argparse.m new file mode 100644 index 0000000000000000000000000000000000000000..38c62435c00ac7a7329dd52bbeb2dfaa63e24966 --- /dev/null +++ b/fgvc-aircraft-2013b/vl_argparse.m @@ -0,0 +1,72 @@ +function [conf, args] = vl_argparse(conf, args, varargin) +% VL_ARGPARSE Parse list of parameter-value pairs +% CONF = VL_ARGPARSE(CONF, ARGS) updates the structure CONF based on +% the specified parameter-value pairs ARGS={PAR1, VAL1, ... PARN, +% VALN}. The function produces an error if an unknown parameter name +% is passed in. +% +% [CONF, ARGS] = VL_ARGPARSE(CONF, ARGS) copies any parameter in +% ARGS that does not match CONF back to ARGS instead of producing an +% error. +% +% Example:: +% The function can be used to parse a list of arguments +% passed to a MATLAB functions: +% +% function myFunction(x,y,z,varargin) +% conf.parameterName = defaultValue ; +% conf = vl_argparse(conf, varargin) +% +% If only a subset of the options should be parsed, for example +% because the other options are interpreted by a subroutine, then +% use the form +% +% [conf, varargin] = vl_argparse(conf, varargin) +% +% that copies back to VARARGIN any unknown parameter. +% +% See also: VL_OVERRIDE(), VL_HELP(). + +% Authors: Andrea Vedaldi + +% Copyright (C) 2007-12 Andrea Vedaldi and Brian Fulkerson. +% All rights reserved. +% +% This file is part of the VLFeat library and is made available under +% the terms of the BSD license (see the COPYING file). + +if ~isstruct(conf), error('CONF must be a structure') ; end + +if length(varargin) > 0, args = {args, varargin{:}} ; end + +remainingArgs = {} ; +names = fieldnames(conf) ; + +if mod(length(args),2) == 1 + error('Parameter-value pair expected (missing value?).') ; +end + +for ai = 1:2:length(args) + paramName = args{ai} ; + if ~ischar(paramName) + error('The name of the parameter number %d is not a string.', (ai-1)/2+1) ; + end + value = args{ai+1} ; + if isfield(conf,paramName) + conf.(paramName) = value ; + else + % try case-insensitive + i = find(strcmpi(paramName, names)) ; + if isempty(i) + if nargout < 2 + error('Unknown parameter ''%s''.', paramName) ; + else + remainingArgs(end+1:end+2) = args(ai:ai+1) ; + end + else + conf.(names{i}) = value ; + end + end +end + +args = remainingArgs ; diff --git a/fgvc-aircraft-2013b/vl_pr.m b/fgvc-aircraft-2013b/vl_pr.m new file mode 100644 index 0000000000000000000000000000000000000000..78f084349159fc1ac6261c08ccb5f3e9bf4f1593 --- /dev/null +++ b/fgvc-aircraft-2013b/vl_pr.m @@ -0,0 +1,234 @@ +function [recall, precision, info] = vl_pr(labels, scores, varargin) +%VL_PR Precision-recall curve. +% [RECALL, PRECISION] = VL_PR(LABELS, SCORES) computes the +% precision-recall (PR) curve. LABELS are the ground truth labels, +% greather than zero for a positive sample and smaller than zero for +% a negative one. SCORES are the scores of the samples obtained from +% a classifier, where lager scores should correspond to positive +% samples. +% +% Samples are ranked by decreasing scores, starting from rank 1. +% PRECISION(K) and RECALL(K) are the precison and recall when +% samples of rank smaller or equal to K-1 are predicted to be +% positive and the remaining to be negative. So for example +% PRECISION(3) is the percentage of positive samples among the two +% samples with largest score. PRECISION(1) is the precision when no +% samples are predicted to be positive and is conventionally set to +% the value 1. +% +% Set to zero the lables of samples that should be ignored in the +% evaluation. Set to -INF the scores of samples which are not +% retrieved. If there are samples with -INF score, then the PR curve +% may have maximum recall smaller than 1, unless the INCLUDEINF +% option is used (see below). The options NUMNEGATIVES and +% NUMPOSITIVES can be used to add additional surrogate samples with +% -INF score (see below). +% +% [RECALL, PRECISION, INFO] = VL_PR(...) returns an additional +% structure INFO with the following fields: +% +% info.auc:: +% The area under the precision-recall curve. If the INTERPOLATE +% option is set to FALSE, then trapezoidal interpolation is used +% to integrate the PR curve. If the INTERPOLATE option is set to +% TRUE, then the curve is piecewise constant and no other +% approximation is introduced in the calculation of the area. In +% the latter case, INFO.AUC is the same as INFO.AP. +% +% info.ap:: +% Average precision as defined by TREC. This is the average of the +% precision observed each time a new positive sample is +% recalled. In this calculation, any sample with -INF score +% (unless INCLUDEINF is used) and any additional positive induced +% by NUMPOSITIVES has precision equal to zero. If the INTERPOLATE +% option is set to true, the AP is computed from the interpolated +% precision and the result is the same as INFO.AUC. Note that AP +% as defined by TREC normally does not use interpolation [1]. +% +% info.ap_interp_11:: +% 11-points interpolated average precision as defined by TREC. +% This is the average of the maximum precision for recall levels +% greather than 0.0, 0.1, 0.2, ..., 1.0. This measure was used in +% the PASCAL VOC challenge up to the 2008 edition. +% +% info.auc_pa08:: +% Deprecated. It is the same of INFO.AP_INTERP_11. +% +% VL_PR(...) with no output arguments plots the PR curve in the +% current axis. +% +% VL_PR() accepts the following options: +% +% Interpolate:: false +% If set to true, use interpolated precision. The interpolated +% precision is defined as the maximum precision for a given recall +% level and onwards. Here it is implemented as the culumative +% maximum from low to high scores of the precision. +% +% NumPositives:: [] +% NumNegatives:: [] +% If set to a number, pretend that LABELS contains this may +% positive/negative labels. NUMPOSITIVES/NUMNEGATIVES cannot be +% smaller than the actual number of positive/negative entrires in +% LABELS. The additional positive/negative labels are appended to +% the end of the sequence, as if they had -INF scores (not +% retrieved). This is useful to evaluate large retrieval systems +% for which one stores ony a handful of top results for efficiency +% reasons. +% +% IncludeInf:: false +% If set to true, data with -INF score SCORES is included in the +% evaluation and the maximum recall is 1 even if -INF scores are +% present. This option does not include any additional positive or +% negative data introduced by specifying NUMPOSITIVES and +% NUMNEGATIVES. +% +% Stable:: false +% If set to true, RECALL and PRECISION are returned the same order +% of LABELS and SCORES rather than being sorted by decreasing +% score (increasing recall). Samples with -INF scores are assigned +% RECALL and PRECISION equal to NaN. +% +% NormalizePrior:: [] +% If set to a scalar, reweights positive and negative labels so +% that the fraction of positive ones is equal to the specified +% value. This computes the normalised PR curves of [2] +% +% About the PR curve:: +% This section uses the same symbols used in the documentation of +% the VL_ROC() function. In addition to those quantities, define: +% +% PRECISION(S) = TP(S) / (TP(S) + FP(S)) +% RECALL(S) = TPR(S) = TP(S) / P +% +% The precision is the fraction of positivie predictions which are +% correct, and the recall is the fraction of positive labels that +% have been correctly classified (recalled). Notice that the recall +% is also equal to the true positive rate for the ROC curve (see +% VL_ROC()). +% +% REFERENCES: +% [1] C. D. Manning, P. Raghavan, and H. Schutze. An Introduction to +% Information Retrieval. Cambridge University Press, 2008. +% [2] D. Hoiem, Y. Chodpathumwan, and Q. Dai. Diagnosing error in +% object detectors. In Proc. ECCV, 2012. +% +% See also VL_ROC(), VL_HELP(). + +% Author: Andrea Vedaldi + +% Copyright (C) 2007-12 Andrea Vedaldi and Brian Fulkerson. +% All rights reserved. +% +% This file is part of the VLFeat library and is made available under +% the terms of the BSD license (see the COPYING file). + +% TP and FP are the vectors of true positie and false positve label +% counts for decreasing scores, P and N are the total number of +% positive and negative labels. Note that if certain options are used +% some labels may actually not be stored explicitly by LABELS, so P+N +% can be larger than the number of element of LABELS. + +[tp, fp, p, n, perm, varargin] = vl_tpfp(labels, scores, varargin{:}) ; +opts.stable = false ; +opts.interpolate = false ; +opts.normalizePrior = [] ; +opts = vl_argparse(opts,varargin) ; + +% compute precision and recall +small = 1e-10 ; +recall = tp / max(p, small) ; +if isempty(opts.normalizePrior) + precision = max(tp, small) ./ max(tp + fp, small) ; +else + a = opts.normalizePrior ; + precision = max(tp * a/max(p,small), small) ./ ... + max(tp * a/max(p,small) + fp * (1-a)/max(n,small), small) ; +end + +% interpolate precision if needed +if opts.interpolate + precision = fliplr(vl_cummax(fliplr(precision))) ; +end + +% -------------------------------------------------------------------- +% Additional info +% -------------------------------------------------------------------- + +if nargout > 2 || nargout == 0 + + % area under the curve using trapezoid interpolation + if ~opts.interpolate + if numel(precision) > 1 + info.auc = 0.5 * sum((precision(1:end-1) + precision(2:end)) .* diff(recall)) ; + else + info.auc = 0 ; + end + end + + % average precision (for each recalled positive sample) + sel = find(diff(recall)) + 1 ; + info.ap = sum(precision(sel)) / p ; + if opts.interpolate + info.auc = info.ap ; + end + + % TREC 11 points average interpolated precision + info.ap_interp_11 = 0.0 ; + for rc = linspace(0,1,11) + pr = max([0, precision(recall >= rc)]) ; + info.ap_interp_11 = info.ap_interp_11 + pr / 11 ; + end + + % legacy definition + info.auc_pa08 = info.ap_interp_11 ; +end + +% -------------------------------------------------------------------- +% Plot +% -------------------------------------------------------------------- + +if nargout == 0 + cla ; hold on ; + plot(recall,precision,'linewidth',2) ; + if isempty(opts.normalizePrior) + randomPrecision = p / (p + n) ; + else + randomPrecision = opts.normalizePrior ; + end + spline([0 1], [1 1] * randomPrecision, 'r--', 'linewidth', 2) ; + axis square ; grid on ; + xlim([0 1]) ; xlabel('recall') ; + ylim([0 1]) ; ylabel('precision') ; + title(sprintf('PR (AUC: %.2f%%, AP: %.2f%%, AP11: %.2f%%)', ... + info.auc * 100, ... + info.ap * 100, ... + info.ap_interp_11 * 100)) ; + if opts.interpolate + legend('PR interp.', 'PR rand.', 'Location', 'SouthEast') ; + else + legend('PR', 'PR rand.', 'Location', 'SouthEast') ; + end + clear recall precision info ; +end + +% -------------------------------------------------------------------- +% Stable output +% -------------------------------------------------------------------- + +if opts.stable + precision(1) = [] ; + recall(1) = [] ; + precision_ = precision ; + recall_ = recall ; + precision = NaN(size(precision)) ; + recall = NaN(size(recall)) ; + precision(perm) = precision_ ; + recall(perm) = recall_ ; +end + +% -------------------------------------------------------------------- +function h = spline(x,y,spec,varargin) +% -------------------------------------------------------------------- +prop = vl_linespec2prop(spec) ; +h = line(x,y,prop{:},varargin{:}) ; diff --git a/fgvc-aircraft-2013b/vl_roc.m b/fgvc-aircraft-2013b/vl_roc.m new file mode 100644 index 0000000000000000000000000000000000000000..2dfd763381e9edc4ccf3c947957e00d1c4f67ce7 --- /dev/null +++ b/fgvc-aircraft-2013b/vl_roc.m @@ -0,0 +1,234 @@ +function [tpr,tnr,info] = vl_roc(labels, scores, varargin) +%VL_ROC ROC curve. +% [TPR,TNR] = VL_ROC(LABELS, SCORES) computes the Receiver Operating +% Characteristic (ROC) curve. LABELS are the ground truth labels, +% greather than zero for a positive sample and smaller than zero for +% a negative one. SCORES are the scores of the samples obtained from +% a classifier, where lager scores should correspond to positive +% labels. +% +% Samples are ranked by decreasing scores, starting from rank 1. +% TPR(K) and TNR(K) are the true positive and true negative rates +% when samples of rank smaller or equal to K-1 are predicted to be +% positive. So for example TPR(3) is the true positive rate when the +% two samples with largest score are predicted to be +% positive. Similarly, TPR(1) is the true positive rate when no +% samples are predicted to be positive, i.e. the constant 0. +% +% Set the zero the lables of samples that should be ignored in the +% evaluation. Set to -INF the scores of samples which are not +% retrieved. If there are samples with -INF score, then the ROC curve +% may have maximum TPR and TNR smaller than 1. +% +% [TPR,TNR,INFO] = VL_ROC(...) returns an additional structure INFO +% with the following fields: +% +% info.auc:: Area under the ROC curve (AUC). +% The ROC curve has a `staircase shape' because for each sample +% only TP or TN changes, but not both at the same time. Therefore +% there is no approximation involved in the computation of the +% area. +% +% info.eer:: Equal error rate (EER). +% The equal error rate is the value of FPR (or FNR) when the ROC +% curves intersects the line connecting (0,0) to (1,1). +% +% VL_ROC(...) with no output arguments plots the ROC curve in the +% current axis. +% +% VL_ROC() acccepts the following options: +% +% Plot:: [] +% Setting this option turns on plotting unconditionally. The +% following plot variants are supported: +% +% tntp:: Plot TPR against TNR (standard ROC plot). +% tptn:: Plot TNR against TPR (recall on the horizontal axis). +% fptp:: Plot TPR against FPR. +% fpfn:: Plot FNR against FPR (similar to DET curve). +% +% NumPositives:: [] +% NumNegatives:: [] +% If set to a number, pretend that LABELS contains this may +% positive/negative labels. NUMPOSITIVES/NUMNEGATIVES cannot be +% smaller than the actual number of positive/negative entrires in +% LABELS. The additional positive/negative labels are appended to +% the end of the sequence, as if they had -INF scores (not +% retrieved). This is useful to evaluate large retrieval systems in +% which one stores ony a handful of top results for efficiency +% reasons. +% +% About the ROC curve:: +% Consider a classifier that predicts as positive all samples whose +% score is not smaller than a threshold S. The ROC curve represents +% the performance of such classifier as the threshold S is +% changed. Formally, define +% +% P = overall num. of positive samples, +% N = overall num. of negative samples, +% +% and for each threshold S +% +% TP(S) = num. of samples that are correctly classified as positive, +% TN(S) = num. of samples that are correctly classified as negative, +% FP(S) = num. of samples that are incorrectly classified as positive, +% FN(S) = num. of samples that are incorrectly classified as negative. +% +% Consider also the rates: +% +% TPR = TP(S) / P, FNR = FN(S) / P, +% TNR = TN(S) / N, FPR = FP(S) / N, +% +% and notice that by definition +% +% P = TP(S) + FN(S) , N = TN(S) + FP(S), +% 1 = TPR(S) + FNR(S), 1 = TNR(S) + FPR(S). +% +% The ROC curve is the parametric curve (TPR(S), TNR(S)) obtained +% as the classifier threshold S is varied in the reals. The TPR is +% also known as recall (see VL_PR()). +% +% The ROC curve is contained in the square with vertices (0,0) The +% (average) ROC curve of a random classifier is a line which +% connects (1,0) and (0,1). +% +% The ROC curve is independent of the prior probability of the +% labels (i.e. of P/(P+N) and N/(P+N)). +% +% REFERENCES: +% [1] http://en.wikipedia.org/wiki/Receiver_operating_characteristic +% +% See also: VL_PR(), VL_DET(), VL_HELP(). + +% Copyright (C) 2007-12 Andrea Vedaldi and Brian Fulkerson. +% All rights reserved. +% +% This file is part of the VLFeat library and is made available under +% the terms of the BSD license (see the COPYING file). + +[tp, fp, p, n, perm, varargin] = vl_tpfp(labels, scores, varargin{:}) ; +opts.plot = [] ; +opts.stable = false ; +opts = vl_argparse(opts,varargin) ; + +% compute the rates +small = 1e-10 ; +tpr = tp / max(p, small) ; +fpr = fp / max(n, small) ; +fnr = 1 - tpr ; +tnr = 1 - fpr ; + +% -------------------------------------------------------------------- +% Additional info +% -------------------------------------------------------------------- + +if nargout > 2 || nargout == 0 + % Area under the curve. Since the curve is a staircase (in the + % sense that for each sample either tn is decremented by one + % or tp is incremented by one but the other remains fixed), + % the integral is particularly simple and exact. + + info.auc = sum(tnr .* diff([0 tpr])) ; + + % Equal error rate. One must find the index S for which there is a + % crossing between TNR(S) and TPR(s). If such a crossing exists, + % there are two cases: + % + % o tnr o + % / \ + % 1-eer = tnr o-x-o 1-eer = tpr o-x-o + % / \ + % tpr o o + % + % Moreover, if the maximum TPR is smaller than 1, then it is + % possible that neither of the two cases realizes (then EER=NaN). + + s = max(find(tnr > tpr)) ; + if s == length(tpr) + info.eer = NaN ; + else + if tpr(s) == tpr(s+1) + info.eer = 1 - tpr(s) ; + else + info.eer = 1 - tnr(s) ; + end + end +end + +% -------------------------------------------------------------------- +% Plot +% -------------------------------------------------------------------- + +if ~isempty(opts.plot) || nargout == 0 + if isempty(opts.plot), opts.plot = 'fptp' ; end + cla ; hold on ; + switch lower(opts.plot) + case {'truenegatives', 'tn', 'tntp'} + hroc = plot(tnr, tpr, 'b', 'linewidth', 2) ; + hrand = spline([0 1], [1 0], 'r--', 'linewidth', 2) ; + spline([0 1], [0 1], 'k--', 'linewidth', 1) ; + plot(1-info.eer, 1-info.eer, 'k*', 'linewidth', 1) ; + xlabel('true negative rate') ; + ylabel('true positive rate (recall)') ; + loc = 'sw' ; + + case {'falsepositives', 'fp', 'fptp'} + hroc = plot(fpr, tpr, 'b', 'linewidth', 2) ; + hrand = spline([0 1], [0 1], 'r--', 'linewidth', 2) ; + spline([1 0], [0 1], 'k--', 'linewidth', 1) ; + plot(info.eer, 1-info.eer, 'k*', 'linewidth', 1) ; + xlabel('false positive rate') ; + ylabel('true positive rate (recall)') ; + loc = 'se' ; + + case {'tptn'} + hroc = plot(tpr, tnr, 'b', 'linewidth', 2) ; + hrand = spline([0 1], [1 0], 'r--', 'linewidth', 2) ; + spline([0 1], [0 1], 'k--', 'linewidth', 1) ; + plot(1-info.eer, 1-info.eer, 'k*', 'linewidth', 1) ; + xlabel('true positive rate (recall)') ; + ylabel('false positive rate') ; + loc = 'sw' ; + + case {'fpfn'} + hroc = plot(fpr, fnr, 'b', 'linewidth', 2) ; + hrand = spline([0 1], [1 0], 'r--', 'linewidth', 2) ; + spline([0 1], [0 1], 'k--', 'linewidth', 1) ; + plot(info.eer, info.eer, 'k*', 'linewidth', 1) ; + xlabel('false positive (false alarm) rate') ; + ylabel('false negative (miss) rate') ; + loc = 'ne' ; + + otherwise + error('''%s'' is not a valid PLOT type.', opts.plot); + end + + grid on ; + xlim([0 1]) ; + ylim([0 1]) ; + axis square ; + title(sprintf('ROC (AUC: %.2f%%, EER: %.2f%%)', info.auc * 100, info.eer * 100), ... + 'interpreter', 'none') ; + legend([hroc hrand], 'ROC', 'ROC rand.', 'location', loc) ; +end + +% -------------------------------------------------------------------- +% Stable output +% -------------------------------------------------------------------- + +if opts.stable + tpr(1) = [] ; + tnr(1) = [] ; + tpr_ = tpr ; + tnr_ = tnr ; + tpr = NaN(size(tpr)) ; + tnr = NaN(size(tnr)) ; + tpr(perm) = tpr_ ; + tnr(perm) = tnr_ ; +end + +% -------------------------------------------------------------------- +function h = spline(x,y,spec,varargin) +% -------------------------------------------------------------------- +prop = vl_linespec2prop(spec) ; +h = line(x,y,prop{:},varargin{:}) ; diff --git a/fgvc-aircraft-2013b/vl_tpfp.m b/fgvc-aircraft-2013b/vl_tpfp.m new file mode 100644 index 0000000000000000000000000000000000000000..fee954e66037e5fefee599f95d095f69c3b9f28a --- /dev/null +++ b/fgvc-aircraft-2013b/vl_tpfp.m @@ -0,0 +1,62 @@ +function [tp, fp, p, n, perm, varargin] = vl_tpfp(labels, scores, varargin) +% VL_TPFP Compute true positives and false positives +% This is an helper function used by VL_PR(), VL_ROC(), VL_DET(). +% +% See also: VL_PR(), VL_ROC(), VL_DET(), VL_HELP(). + +% Author: Andrea Vedaldi + +% Copyright (C) 2007-12 Andrea Vedaldi and Brian Fulkerson. +% All rights reserved. +% +% This file is part of the VLFeat library and is made available under +% the terms of the BSD license (see the COPYING file). + +% extraNeg and extraPos depend on numNegatives and numPositives: +% +% [ labels | -1 +1 ] +% [ +inf | finite scores | -inf | extraNeg extraPos] + +opts.includeInf = false ; +opts.numNegatives = [] ; +opts.numPositives = [] ; +[opts, varargin] = vl_argparse(opts, varargin) ; + +% make row vectors +labels = labels(:)' ; +scores = scores(:)' ; + +% count labels +p = sum(labels > 0) ; +n = sum(labels < 0) ; + +if ~isempty(opts.numPositives) + if opts.numPositives < p + warning('NUMPOSITIVES is smaller than the number of positives in LABELS.') ; + end + p = opts.numPositives ; +end + +if ~isempty(opts.numNegatives) + if opts.numNegatives < n + warning('NUMNEGATIVES is smaller than the number of negatives in LABELS.') ; + end + n = opts.numNegatives ; +end + +% sort by descending scores +[scores, perm] = sort(scores, 'descend') ; + +% assume that data with -INF score is never retrieved +if opts.includeInf + stop = length(scores) ; +else + stop = max(find(scores > -inf)) ; +end +perm = perm(1:stop) ; +labels = labels(perm) ; + +% accumulate true positives and false positives by scores +% in descending order +tp = [0 cumsum(labels > 0)] ; +fp = [0 cumsum(labels < 0)] ;