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Action Recognition
Classes | |
class | cv::datasets::AR_hmdb |
struct | cv::datasets::AR_hmdbObj |
class | cv::datasets::AR_sports |
struct | cv::datasets::AR_sportsObj |
Detailed Description
HMDB: A Large Human Motion Database
Implements loading dataset:
"HMDB: A Large Human Motion Database": http://serre-lab.clps.brown.edu/resource/hmdb-a-large-human-motion-database/
Usage:
- From link above download dataset files:
hmdb51_org.rar
&test_train_splits.rar
. - Unpack them. Unpack all archives from directory:
hmdb51_org/
and remove them. - To load data run: ./opencv/build/bin/example_datasets_ar_hmdb -p=/home/user/path_to_unpacked_folders/
Benchmark
For this dataset was implemented benchmark with accuracy: 0.107407 (using precomputed HOG/HOF "STIP" features from site, averaging for 3 splits)
To run this benchmark execute:
./opencv/build/bin/example_datasets_ar_hmdb_benchmark -p=/home/user/path_to_unpacked_folders/
- Note
- 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.
Sports-1M %Dataset
Implements loading dataset:
"Sports-1M Dataset": http://cs.stanford.edu/people/karpathy/deepvideo/
Usage:
- From link above download dataset files (
git clone https://code.google.com/p/sports-1m-dataset/
). - To load data run: ./opencv/build/bin/example_datasets_ar_sports -p=/home/user/path_to_downloaded_folders/