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Part 1: Document Description
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Citation |
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Title: |
Replication Data for: Improving Computer Vision Interpretability: Transparent Two-level Classification for Complex Scenes |
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Identification Number: |
doi:10.7910/DVN/TFTEF2 |
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Distributor: |
Harvard Dataverse |
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Date of Distribution: |
2024-08-29 |
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Version: |
1 |
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Bibliographic Citation: |
Scholz, Stefan; Weidmann, Nils B.; Steinert-Threlkeld, Zachary C.; Keremoglu, Eda; Goldlücke, Bastian, 2024, "Replication Data for: Improving Computer Vision Interpretability: Transparent Two-level Classification for Complex Scenes", https://doi.org/10.7910/DVN/TFTEF2, Harvard Dataverse, V1, UNF:6:ZWt+QKpF0XEtc3cjMsNg2A== [fileUNF] |
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Citation |
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Title: |
Replication Data for: Improving Computer Vision Interpretability: Transparent Two-level Classification for Complex Scenes |
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Identification Number: |
doi:10.7910/DVN/TFTEF2 |
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Authoring Entity: |
Scholz, Stefan (University of Konstanz) |
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Weidmann, Nils B. (University of Konstanz) |
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Steinert-Threlkeld, Zachary C. (University of California, Los Angeles) |
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Keremoglu, Eda (University of Konstanz) |
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Goldlücke, Bastian (University of Konstanz) |
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Producer: |
<i>Political Analysis</i> |
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Distributor: |
Harvard Dataverse |
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Access Authority: |
Scholz, Stefan |
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Depositor: |
Scholz, Stefan |
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Date of Deposit: |
2024-05-29 |
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Holdings Information: |
https://doi.org/10.7910/DVN/TFTEF2 |
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Study Scope |
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Keywords: |
Social Sciences, image analysis, computer vision, explainable AI, two-level classification, protest analysis |
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Abstract: |
Treating images as data has become increasingly popular in political science. While existing classifiers for images reach high levels of accuracy, it is difficult to systematically assess the visual features on which they base their classification. This paper presents a two-level classification method that addresses this transparency problem. At the first stage, an image segmenter detects the objects present in the image and a feature vector is created from those objects. In the second stage, this feature vector is used as input for standard machine learning classifiers to discriminate between images. We apply this method to a new dataset of more than 140,000 images to detect which ones display political protest. This analysis demonstrates three advantages to this paper's approach. First, identifying objects in images improves transparency by providing human-understandable labels for the objects shown on an image. Second, knowing these objects enables analysis of which distinguish protest images from non-protest ones. Third, comparing the importance of objects across countries reveals how protest behavior varies. These insights are not available using conventional computer vision classifiers and provide new opportunities for comparative research. |
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Methodology and Processing |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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Related Publications |
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Citation |
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Title: |
Forthcoming, Political Analysis |
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Identification Number: |
add DOI# here when available. If not available, please delete all text in this field before saving |
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Bibliographic Citation: |
Forthcoming, Political Analysis |
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Summary Statistics: Max. 0.3; Valid 12030.0; Mean 9.134374064837905E-4; StDev 0.007315424510904449; Min. 0.0 Variable Format: numeric Notes: UNF:6:YvsD2SIoCgpp0fGVnpT1xw== |
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f10245022 Location: |
Summary Statistics: Valid 12030.0; Mean -2.1726500415627584E-4; Max. 0.170448; StDev 0.004524106615213841; Min. -0.063691 Variable Format: numeric Notes: UNF:6:dYuca4WKXWocHh9avZsSbQ== |
|
f10245073 Location: |
Variable Format: character Notes: UNF:6:dXpAtYHqIJXMtIRoNCO9Lw== |
|
f10245073 Location: |
Variable Format: character Notes: UNF:6:zX/cMNBwnHo6b1eHYXmk3Q== |
|
f10245073 Location: |
Summary Statistics: Min. 0.0; Max. 0.103705; StDev 0.001432894244926883; Valid 12030.0; Mean 6.108536990856136E-5; Variable Format: numeric Notes: UNF:6:JOP41RpgjfZ8CDJrfIwxHg== |
|
f10245073 Location: |
Summary Statistics: Min. 0.0; Max. 0.02264; StDev 3.449185776772709E-4; Mean 1.7787281795511114E-5; Valid 12030.0 Variable Format: numeric Notes: UNF:6:XIvBOi3DTnCIWdVKuJ/ZjA== |
|
f10245073 Location: |
Summary Statistics: Min. 0.0; Mean 3.6810349127182167E-4; StDev 0.009031352885489811; Valid 12030.0; Max. 0.432599 Variable Format: numeric Notes: UNF:6:CD78AYMMIyfaAy3PO6aDUw== |
|
f10245073 Location: |
Summary Statistics: Valid 12030.0; Mean 2.657639235245182E-5; StDev 4.8093504121254514E-4; Max. 0.026246; Min. 0.0; Variable Format: numeric Notes: UNF:6:jDd93PVICbHL7L3E+UWrTg== |
|
f10245073 Location: |
Summary Statistics: Min. 0.0; Valid 12030.0; Max. 0.305515; Mean 2.3404480465503104E-4; StDev 0.005753076138078661; Variable Format: numeric Notes: UNF:6:RmdZ3+WVlMj148Hi2bBcOw== |
|
f10245073 Location: |
Summary Statistics: Valid 12030.0; StDev 3.7291500877588586E-4; Min. 0.0; Max. 0.02003; Mean 2.0157190357439352E-5 Variable Format: numeric Notes: UNF:6:I2LAIeEgU31BhRoHUoMK+Q== |
|
f10245073 Location: |
Summary Statistics: Mean 7.155497921862003E-4; StDev 0.010139960867807909; Max. 0.398899; Valid 12030.0; Min. 0.0; Variable Format: numeric Notes: UNF:6:h9JNkYJAFzzYpe9/9ooxLw== |
|
f10245073 Location: |
Summary Statistics: Max. 0.302226; StDev 0.007352775894013122; Valid 12030.0; Mean 9.102954280964258E-4; Min. 0.0 Variable Format: numeric Notes: UNF:6:2PXIrCczJnVaHWY+XZ3K5A== |
|
f10245073 Location: |
Summary Statistics: Max. 0.162917; Min. -0.056003; Mean -1.9474039900249367E-4; StDev 0.004405136857059715; Valid 12030.0 Variable Format: numeric Notes: UNF:6:bRwRywzHidmQJiqVwG02yA== |
|
f10245093 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245093 Location: |
Variable Format: character Notes: UNF:6:zomToijKO5iArGbdWeM2lw== |
|
f10245093 Location: |
Variable Format: character Notes: UNF:6:YCpsSXyBhYtndqp9rBWo9Q== |
|
f10245093 Location: |
Variable Format: character Notes: UNF:6:2jSacstVH+0BILlst6RJAg== |
|
f10245093 Location: |
Variable Format: character Notes: UNF:6:ptJ+czbE9X5shbzMHY9b5A== |
|
f10245093 Location: |
Summary Statistics: Min. 0.0; StDev 0.8746771852289347; Valid 141538.0; Mean 0.31773092738345693; Max. 3.0 Variable Format: numeric Notes: UNF:6:yD+9kw18SpRA61o0OC9J5A== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:xEvlKtO2nZmxSlzi/pGDEQ== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:t5tEL3GkyD64SLZ/U+3onw== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:o/2sMAdw9dHItrIMsgSE9A== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:oQoWAEjmKIXKxZr7EShULw== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:TeeqgqLkoFHmujc2jfeU7g== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:tXZZvTyA5wvzLPcR9qMCVA== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:UgCCR6dz8bFpTO/KYG8ejg== |
|
f10245090 Location: |
Variable Format: character Notes: UNF:6:xyNSKeuGh70pXbaN50qiqg== |
|
f10245055 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245055 Location: |
Summary Statistics: Max. 1.0; StDev 0.24653328714570819; Valid 135368.0; Mean 0.08963301448643698; Min. 0.0 Variable Format: numeric Notes: UNF:6:P++VY0lAqu/ZL4ixCwMErg== |
|
f10245080 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245080 Location: |
Summary Statistics: Valid 141538.0; Max. 1.0; StDev 0.26918783912553096; Min. 0.0; Mean 0.11800736447455808; Variable Format: numeric Notes: UNF:6:S34RlcwWZEr2C92RDrvxCQ== |
|
f10244977 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244977 Location: |
Summary Statistics: Max. 0.99999; Mean 0.11046738156728325; StDev 0.22412416003768196; Min. 0.0; Valid 135368.0; Variable Format: numeric Notes: UNF:6:eG/viv7hs8DqEYxgKOnqgQ== |
|
f10245058 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245058 Location: |
Summary Statistics: Max. 0.99999; Min. 0.0; Valid 141538.0; StDev 0.23317588803439326; Mean 0.1192365317723862 Variable Format: numeric Notes: UNF:6:gqDzP2ExDOrdvV5VHXjCMw== |
|
f10245039 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245039 Location: |
Summary Statistics: Mean 0.03434341941965597; StDev 0.18211038947594727; Min. 0.0; Max. 1.0; Valid 135368.0 Variable Format: numeric Notes: UNF:6:/VFvPd05ne3WNJhw7vQpPg== |
|
f10244952 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244952 Location: |
Summary Statistics: StDev 0.1871670184088877; Min. 0.0; Valid 135368.0; Max. 1.0; Mean 0.03635275692925979 Variable Format: numeric Notes: UNF:6:i4P/pHFShioG8fKp5sxCfw== |
|
f10244991 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244991 Location: |
Summary Statistics: Mean 0.03732048933278009; Valid 135368.0; Max. 1.0; Min. 0.0; StDev 0.1895466586835497 Variable Format: numeric Notes: UNF:6:RRZ7wspn5WE3eLTwzQIXKQ== |
|
f10244961 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244961 Location: |
Summary Statistics: Min. 0.0; Mean 0.058617989480529174; Max. 1.0; StDev 0.23490919189441642; Valid 135368.0 Variable Format: numeric Notes: UNF:6:0K62lqBmkzDyiy4AjmulQA== |
|
f10245075 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245075 Location: |
Summary Statistics: Mean 0.050026594172922524; Max. 1.0; Min. 0.0; StDev 0.21800065395100504; Valid 135368.0 Variable Format: numeric Notes: UNF:6:IFfybPubve6y8aYfTRe5/g== |
|
f10244945 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244945 Location: |
Summary Statistics: Valid 135368.0; Min. 0.0; StDev 0.21409997094507033; Mean 0.048157614798180676; Max. 1.0 Variable Format: numeric Notes: UNF:6:JIIFwuGrdWB1K8WUVhz0lA== |
|
f10245017 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245017 Location: |
Summary Statistics: Mean 0.04320075645647448; StDev 0.20330950899834627; Valid 135368.0; Max. 1.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:K2PixARwRJjiNYxwjVJaTg== |
|
f10244999 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244999 Location: |
Summary Statistics: Max. 1.0; Valid 135368.0; Min. 0.0; Mean 0.05242745700608587; StDev 0.22288828087506868 Variable Format: numeric Notes: UNF:6:HBVmTt/hruhNgyi3Y65/hQ== |
|
f10245038 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245038 Location: |
Summary Statistics: Mean 0.0012262868624786536; StDev 0.034997030315161264; Valid 135368.0; Min. 0.0; Max. 1.0; Variable Format: numeric Notes: UNF:6:nBjbB8TB/+1hJabZPMWlEQ== |
|
f10245047 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245047 Location: |
Summary Statistics: StDev 0.04494474321915114; Max. 1.0; Mean 0.0020241120501151314; Min. 0.0; Valid 135368.0; Variable Format: numeric Notes: UNF:6:ucyIqV3kOzfh4NzDWfhtSg== |
|
f10245071 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245071 Location: |
Summary Statistics: Mean 0.040711246380236384; Valid 135368.0; Min. 0.0; StDev 0.1976211762482483; Max. 1.0 Variable Format: numeric Notes: UNF:6:q6uQVzo/5m/5HYw6vErjbA== |
|
f10245109 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245109 Location: |
Summary Statistics: Min. 0.0; Mean 0.06173541752851467; Valid 135368.0; StDev 0.24067526598256744; Max. 1.0 Variable Format: numeric Notes: UNF:6:TOPAUosyVpUSrdVRFUSHTQ== |
|
f10245008 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245008 Location: |
Summary Statistics: Max. 1.0; Valid 135368.0; StDev 0.09284008250678137; Min. 0.0; Mean 0.00869481709118801 Variable Format: numeric Notes: UNF:6:lKXYYCyhBE+oBZ3CnCjVJQ== |
|
f10244947 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244947 Location: |
Summary Statistics: Min. 0.0; Max. 1.0; StDev 0.12740065661569494; Mean 0.016503161751669798; Valid 135368.0; Variable Format: numeric Notes: UNF:6:heTAR+yRV4Q2dcHLmHaeEQ== |
|
f10245006 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245006 Location: |
Summary Statistics: Valid 135368.0; Min. 0.0; Max. 1.0; StDev 0.2535255093191907; Mean 0.06904142781159292 Variable Format: numeric Notes: UNF:6:zitpG7epavMN1TlpRrrEdw== |
|
f10244950 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244950 Location: |
Summary Statistics: Valid 135368.0; Min. 0.0; StDev 0.2406483596992081; Max. 1.0; Mean 0.06172064298800238 Variable Format: numeric Notes: UNF:6:22NX4Q8Jeixc+nEZ5EVWDQ== |
|
f10245021 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245021 Location: |
Summary Statistics: Mean 0.06527391998108856; StDev 0.24700948580185628; Max. 1.0; Valid 135368.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:GijvmOHQONg/U+DbD6d0bA== |
|
f10244970 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244970 Location: |
Summary Statistics: Min. 0.0; Valid 135368.0; StDev 0.2533621918276904; Max. 1.0; Mean 0.06894539329826842 Variable Format: numeric Notes: UNF:6:F+VdDD2ZYn0a+bImf9b4aQ== |
|
f10244940 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244940 Location: |
Summary Statistics: StDev 0.2038398148751545; Min. 0.0; Max. 1.0; Valid 135368.0; Mean 0.04343714910466344 Variable Format: numeric Notes: UNF:6:KvcTctCvCnV0wZB6Yam0BA== |
|
f10244974 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244974 Location: |
Summary Statistics: Mean 0.11470214526328378; Min. 0.0; Valid 135368.0; Max. 1.0; StDev 0.31866332278066706; Variable Format: numeric Notes: UNF:6:r7VD2plkE5quLdJIB3VVMg== |
|
f10245057 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245057 Location: |
Summary Statistics: StDev 0.24314734004510388; Mean 0.06310206252585462; Max. 1.0; Valid 135368.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:f+QZLKiEt40HuBm1hV4bTA== |
|
f10245077 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245077 Location: |
Summary Statistics: Mean 0.0633606169848127; Min. 0.0; Valid 135368.0; Max. 1.0; StDev 0.2436113454024655 Variable Format: numeric Notes: UNF:6:vcke0JVgqgFoTinJ+kuPyA== |
|
f10245114 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245114 Location: |
Summary Statistics: Min. 0.0; Valid 135368.0; StDev 0.23526972696140394; Mean 0.05881005850718128; Max. 1.0; Variable Format: numeric Notes: UNF:6:/95vqG9rYwDUuDy8pmplYg== |
|
f10245034 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245034 Location: |
Summary Statistics: Max. 1.0; StDev 0.23867353826671664; Valid 135368.0; Min. 0.0; Mean 0.06064210153064317; Variable Format: numeric Notes: UNF:6:Sc4D014terpLUudAkJM/fg== |
|
f10245069 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245069 Location: |
Summary Statistics: StDev 0.24761955299594812; Valid 135368.0; Min. 0.0; Mean 0.06562112168311526; Max. 1.0 Variable Format: numeric Notes: UNF:6:uuMMihXPBrOWVKQUHpxyIw== |
|
f10244962 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244962 Location: |
Summary Statistics: Valid 135368.0; Min. 0.0; Mean 0.056180190296081484; Max. 1.0; StDev 0.23027020697380074; Variable Format: numeric Notes: UNF:6:vHoNxwcDJJDbly2zxSNWWQ== |
|
f10245104 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245104 Location: |
Summary Statistics: StDev 0.21481566395226598; Valid 135368.0; Mean 0.04849742922995028; Min. 0.0; Max. 1.0; Variable Format: numeric Notes: UNF:6:MatuxepGiW+nldIZ1onAYw== |
|
f10245110 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245110 Location: |
Summary Statistics: Mean 0.07037113645765793; Min. 0.0; Valid 135368.0; Max. 1.0; StDev 0.25577240445917765; Variable Format: numeric Notes: UNF:6:sdHV0iJmFd7UpWK0tBk8rA== |
|
f10244953 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244953 Location: |
Summary Statistics: StDev 0.2755866206016181; Max. 1.0; Min. 0.0; Valid 135368.0; Mean 0.08280391229832748; Variable Format: numeric Notes: UNF:6:cn7RLOv3S7wYaUzg8GKsCg== |
|
f10244983 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244983 Location: |
Summary Statistics: Min. 0.0; StDev 0.27607805517351797; Mean 0.0831289521895874; Max. 1.0; Valid 135368.0 Variable Format: numeric Notes: UNF:6:65cHdja1M4gVtsjgTswb4w== |
|
f10244982 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10244982 Location: |
Summary Statistics: Mean 0.08230157792092606; Max. 1.0; StDev 0.27482464617084634; Min. 0.0; Valid 135368.0 Variable Format: numeric Notes: UNF:6:AzGfQLeZR3bMdURYL/fhHg== |
|
f10245063 Location: |
Variable Format: character Notes: UNF:6:/y6dJh7V8GTFmxWfBw/5/A== |
|
f10245063 Location: |
Summary Statistics: Max. 1.0; Valid 135368.0; Min. 0.0; Mean 0.0807133148159089; StDev 0.2723953445951016; Variable Format: numeric Notes: UNF:6:00cEDyB7LnUKuW/ieanpNQ== |
|
f10245025 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245025 Location: |
Summary Statistics: Min. 0.0; Valid 141538.0; Max. 1.0; Mean 0.055334963048792214; StDev 0.22863371194379098; Variable Format: numeric Notes: UNF:6:ucxFr+sIaZKEIi4/8HPEVw== |
|
f10245085 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245085 Location: |
Summary Statistics: Max. 1.0; Mean 0.046446890587685905; Min. 0.0; StDev 0.21045163306841003; Valid 141538.0; Variable Format: numeric Notes: UNF:6:RAiV4L+ttjlhd3PvZR81GQ== |
|
f10245002 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245002 Location: |
Summary Statistics: Max. 1.0; Min. 0.0; Mean 0.03608924811711253; StDev 0.18651289517433678; Valid 141538.0 Variable Format: numeric Notes: UNF:6:IyEd64hyytKunFZ3yg8+cg== |
|
f10245003 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245003 Location: |
Summary Statistics: StDev 0.26539556036591166; Valid 141538.0; Mean 0.07624807472198294; Max. 1.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:ynZm4k+UbIhRfKw0dYBuwg== |
|
f10244967 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10244967 Location: |
Summary Statistics: Valid 141538.0; Min. 0.0; Mean 0.061114329720641236; Max. 1.0; StDev 0.23954075608439987 Variable Format: numeric Notes: UNF:6:rd5LvlVZ/Qh3MWE5PdDSPw== |
|
f10245088 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245088 Location: |
Summary Statistics: Min. 0.0; StDev 0.23565539018842163; Mean 0.05901595331289052; Valid 141538.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:EvKppDVCviSb5XfZIdmgyw== |
|
f10245024 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245024 Location: |
Summary Statistics: Min. 0.0; StDev 0.23096833493484176; Mean 0.05654311916234725; Max. 1.0; Valid 141538.0 Variable Format: numeric Notes: UNF:6:1deo6jyvYETd2CQL74PawA== |
|
f10245079 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245079 Location: |
Summary Statistics: Valid 141538.0; Min. 0.0; StDev 0.24476094997617387; Max. 1.0; Mean 0.0640040130565661 Variable Format: numeric Notes: UNF:6:4AHTxFLkRFx980vfBrrUlQ== |
|
f10244954 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10244954 Location: |
Summary Statistics: Mean 0.0018016363096836146; Max. 1.0; Valid 141538.0; Min. 0.0; StDev 0.04240758331295047 Variable Format: numeric Notes: UNF:6:cCohAsyzAxbBZPG+Ut+wNA== |
|
f10245099 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245099 Location: |
Summary Statistics: Max. 1.0; Min. 0.0; StDev 0.05666915082015287; Mean 0.003221749636140301; Valid 141538.0 Variable Format: numeric Notes: UNF:6:FWrI9gikATr14DG5cwid1Q== |
|
f10245011 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245011 Location: |
Summary Statistics: Min. 0.0; StDev 0.22371661218353006; Valid 141538.0; Mean 0.052840933176954756; Max. 1.0 Variable Format: numeric Notes: UNF:6:rkq6cbu5OKwGh4LLC/n61Q== |
|
f10245084 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245084 Location: |
Summary Statistics: Mean 0.07807797199338778; Min. 0.0; Valid 141538.0; Max. 1.0; StDev 0.2682951935000789 Variable Format: numeric Notes: UNF:6:iX/XpF++j8rhAQxMwsPypQ== |
|
f10245111 Location: |
Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
|
f10245111 Location: |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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f10245014 Location: |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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Variable Format: character Notes: UNF:6:j+qrC/+QZ+SZ7tM4cgOGHg== |
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01_extract_segments_demo.py |
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02_extract_segments.py |
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04_train_models_conventional.py |
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05_predict_models.py |
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06_eval_models.py |
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text/x-python-script |
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07_eval_importances.py |
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text/x-python-script |
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08_eval_dataset.py |
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text/x-python-script |
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09_eval_clusters.py |
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text/x-python-script |
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10_eval_temporal.py |
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Dockerfile |
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LICENSE |
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master.sh |
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README.md |
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requirements.txt |
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embeddings.csv |
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segments_coco.csv |
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segments_lvis.csv |
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demo.jpg |
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method.jpg |
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figure_4.pdf |
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figure_5.pdf |
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figure_6_1.pdf |
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figure_6_2.pdf |
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figure_6_3.pdf |
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figure_a1.pdf |
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figure_a2.pdf |
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figure_a3.pdf |
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figure_a4.pdf |
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