Sign language recognition datasets

Comparison

id Name Country Classes Subjects Samples Data Language level Type Annotations Availability
1 DGS Kinect 40 Germany 40 15 3000   Word Videos, multiple angles   Contact Author
2 RWTH-PHOENIX-Weather Germany 1200 9 45760 52gb Sentence Videos Face, hand, end/start (unfinished) Publicly Available
3 SIGNUM Germany 450 25 33210 920gb Sentence Videos   Publicly Available, 1TB, contact author to obtain hard drive
4 GSL 20 Greek 20 6 ~840   Word     Contact Author
5 Boston ASL LVD USA 3300+ 6 9800   Word Videos, multiple angles hand,end/start Publicly Available
6 PSL Kinect 30 Poland 30 1 30×10=300 ~1.2gb Word Videos, depth from Kinect camera   Publicly Available
7 PSL ToF 84 Poland 84 1 84×20=1680 ~33gb Word Videos, ToF camera   Publicly Available
8 PSL 101 Poland ? ? ? ? ? ?   Contact Author
9 LSA64 Argentina 64 10 3200 20gb Word Videos(rgb) Hands and Head position Publicly Available
10 BosphorusSign Turkey               Non available
11 MSR Gesture 3D USA 12 10 336 28mb Word Videos (depth)   Publicly Available
12 DEVISIGN-G China 36 (letters/numbers) 8 432 ? Word videos (rgb)   Contact author
13 DEVISIGN-D China 500 8 6000 ? Word videos (rgb)   Contact author
14 DEVISIGN-L China 2000 8 24000 ? Word videos (rgb)   Contact author
15 IIITA -ROBITA India 23 ?   284mb Word videos (rgb) 320x240   Contact author
16 Purdue ASL USA ? 14 (only 5 available) ? ? Word/sentence Videos, RGB   Request DVDs/HD
17 CUNY ASL USA ? 8 ~33000 glosses, ? Sentence videos (rgb), mocap data Signstream Unknown
18 SignsWorld Atlas Arabia multiple types 10 ? ? Handshape, Words, Sentences Images, Videos, RGB ? Unknown
  1. DGS Kinect 40 - German Sign Language (no website)
    1. Sign Language Recognition using Sub-Units, 2012, Cooper et al.
    2. Sign Language Recognition using Sequential Pattern Trees 2012, Ong et al.
    3. Sign Spotting using Hierarchical Sequential Patterns with Temporal Intervals 2014, Ong et al.
  2. RWTH-PHOENIX v1 - German Sign Language RWTH-PHOENIX v2
    1. Dataset paper 2012, Forster et al.
    2. Dataset extensions paper 2014, Forster et al
    3. Continuous sign language recognition: Towards large vocabulary statistical recognition systems handling multiple signers 2015, Koller et al. 4.May the force be with you: Force-aligned signwriting for automatic subunit annotation of corpora 2013, Koller et al.
    4. Deep Sign: Hybrid CNN-HMM for Continuous Sign Language Recognition 6.
  3. SIGNUM - German Sign Language
    1. Continuous sign language recognition: Towards large vocabulary statistical recognition systems handling multiple signers 2015, Koller et al.
  4. Greek Sign Language (no website)
    1. Sign Language Recognition using Sub-Units, 2012, Cooper et al.
    2. Sign Language Recognition using Sequential Pattern Trees 2012, Ong et al.
    3. Sign Spotting using Hierarchical Sequential Patterns with Temporal Intervals 2014, Ong et al.
  5. Boston ASLLVD - American Sign Language
  6. PSL Kinect 30 - Polish Sign Language
    1. Polish sign language words recognition with Kinect 2013, Oszust et al.
    2. Some Approaches to Recognition of Sign Language Dynamic Expressions with Kinect 2014, Oszust et al.
    3. Recognition of Hand Gestures Observed by Depth Cameras 2015, Kapuscinski et al.
  7. PSL ToF 84 - Polish Sign Language
    1. Polish sign language words recognition with Kinect 2013, Oszust et al.
    2. Recognition of Hand Gestures Observed by Depth Cameras 2015, Kapuscinski et al.
  8. PSL 101 - Polish Sign Language (no website)
    1. Modelling and Recognition of Signed Expressions Using Subunits Obtained by Data–Driven Approach 2012, Oszust et al.
  9. LSA64 Argentinian Sign Language
    1. LSA64: an Argentinian Sign Language Dataset
    2. Sign Languague Recognition Without Frame-Sequencing Constraints: A Proof of Concept on the Argentinian Sign Language
    3. Dynamic Gesture Recognition and its Application to Sign Language 2017, Ronchetti
    4. SIGN LANGUAGE RECOGNITION BASED ON HAND AND BODY SKELETAL DATA 2017, Konstantinidis et al.
    5. Real-Time Sign Language Gesture (Word) Recognition from Video Sequences Using CNN and RNN 2018, Masood et al.
  10. Turkish sign language dataset
  11. MSR Gesture 3D - ASL Download site
    1. Action Recognition from Depth Sequences Using Weighted Fusion of 2D and 3D Auto-Correlation of Gradients Features 2016, Chen et al
  12. DEVISIGN G
  13. DEVISIGN D
  14. DEVISIGN L
  15. IIITA -ROBITA Indian Sign Language Gesture Database
    1. Recognizing & Interpreting Indian Sign Language Gesture for Human Robot Interaction 2010, Nandy et al.
    2. Recognition of Isolated Indian Sign Language gesture in Real Time 2010, Nandy et al.
  16. Purdue ASL Dataset
  17. CUNY ASL Dataset for Animation
    1. Collecting and evaluating the CUNY ASL corpus for research on American Sign Language animation
  18. SignsWorld Atlas; a benchmark Arabic Sign Language database