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36 lines
1.3 KiB
36 lines
1.3 KiB
HMDB: A Large Human Motion Database |
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.. ocv:class:: AR_hmdb |
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Implements loading dataset: |
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_`"HMDB: A Large Human Motion Database"`: http://serre-lab.clps.brown.edu/resource/hmdb-a-large-human-motion-database/ |
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.. note:: Usage |
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1. From link above download dataset files: hmdb51_org.rar & test_train_splits.rar. |
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2. Unpack them. Unpack all archives from directory: hmdb51_org/ and remove them. |
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3. To load data run: ./opencv/build/bin/example_datasets_ar_hmdb -p=/home/user/path_to_unpacked_folders/ |
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Benchmark |
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""""""""" |
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For this dataset was implemented benchmark with accuracy: 0.107407 (using precomputed HOG/HOF "STIP" features from site, averaging for 3 splits) |
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To run this benchmark execute: |
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.. code-block:: bash |
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./opencv/build/bin/example_datasets_ar_hmdb_benchmark -p=/home/user/path_to_unpacked_folders/ |
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(precomputed features should be unpacked in the same folder: /home/user/path_to_unpacked_folders/hmdb51_org_stips/. Also unpack all archives from directory: hmdb51_org_stips/ and remove them.) |
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**References:** |
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.. [Kuehne11] H. Kuehne, H. Jhuang, E. Garrote, T. Poggio, and T. Serre. HMDB: A Large Video Database for Human Motion Recognition. ICCV, 2011 |
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.. [Laptev08] I. Laptev, M. Marszalek, C. Schmid, and B. Rozenfeld. Learning Realistic Human Actions From Movies. CVPR, 2008 |
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