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Duplicate from ArlingtonCL2/DogSpeak_Dataset
Browse filesCo-authored-by: Hridayesh Lekhak <Lekhak123@users.noreply.huggingface.co>
This view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +1 -0
- README.md +158 -0
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README.md
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| 1 |
+
---
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| 2 |
+
license: cc-by-nc-sa-4.0
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tags:
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- Canine Vocalization
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| 5 |
+
- Dog Bark Analysis
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| 6 |
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- Animal Communication
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| 7 |
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- Vocalization Dataset
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| 8 |
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- Machine Learning
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| 9 |
+
- Computational Bioacoustics
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| 10 |
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- Bioacoustics Classification
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pretty_name: 'DogSpeak: A Canine Vocalization Classification Dataset'
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+
size_categories:
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| 13 |
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- 10K<n<100K
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---
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# DogSpeak: A Canine Vocalization Classification Dataset
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+
**Paper:** https://dl.acm.org/doi/10.1145/3746027.3758298
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| 19 |
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| 20 |
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**Dataset:** https://huggingface.co/datasets/ArlingtonCL2/DogSpeak_Dataset
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| 21 |
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| 22 |
+
## Dataset Summary
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| 23 |
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**DogSpeak** is a large-scale canine vocalization dataset designed to advance research in animal communication and computational bioacoustics.
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| 25 |
+
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+
Unlike previous canine vocalization datasets recorded in controlled environments, DogSpeak is sourced from a large collection of online videos and captures a diverse range of naturally occurring dog vocalizations recorded in real-world conditions.
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The dataset contains **77,202 Bark Sequences (Barkseqs)** from **156 individual dogs** across **5 breeds**:
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* Chihuahua
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* German Shepherd
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| 32 |
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* Husky
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| 33 |
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* Pitbull
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| 34 |
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* Shiba Inu
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| 35 |
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In addition to breed labels, DogSpeak provides the biological sex of the dog (`male` or `female`) associated with each vocalization.
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| 37 |
+
|
| 38 |
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## Related Dataset
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| 39 |
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|
| 40 |
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Researchers may also find our longitudinal canine vocalization dataset useful.
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| 41 |
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| 42 |
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**Canine Age Transition Vocalization Dataset (CATVD):**
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| 43 |
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|
| 44 |
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https://huggingface.co/datasets/ArlingtonCL2/Canine-Age-Transition-Vocalization-Dataset
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| 45 |
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|
| 46 |
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CATVD contains **79,142 Bark Units (BUs)** extracted from **55,718 Bark Sequences (Barkseqs)** totaling approximately **11.4 hours** of vocalizations from **125 individual dogs** across **6 breeds**.
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The dataset includes:
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| 49 |
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|
| 50 |
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* Age in months
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| 51 |
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* Developmental age group labels
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| 52 |
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* Breed metadata
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| 53 |
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* Bark type annotations
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| 54 |
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* Elemental Dog Bark Unit (EDBU) transcripts
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| 55 |
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* Temporal Bark Unit alignments
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| 56 |
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|
| 57 |
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and is specifically designed for longitudinal studies of canine vocal development.
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| 58 |
+
|
| 59 |
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### Important Note Regarding Dataset Overlap
|
| 60 |
+
|
| 61 |
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Some individual dogs may appear in both the DogSpeak dataset and the Canine Age Transition Vocalization Dataset.
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| 62 |
+
|
| 63 |
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If you use both datasets for training, evaluation, or benchmarking, we strongly recommend checking for overlapping dogs and avoiding train/test leakage. In many cases, it may be preferable to use only one of the datasets for a given experiment.
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| 64 |
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| 65 |
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## File Structure
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| 66 |
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|
| 67 |
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```text
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| 68 |
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DogSpeak/
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| 69 |
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├── dogspeak_released/
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| 70 |
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│ ├── dog_1/
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| 71 |
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│ │ ├── 0_chihuahua_M_dog_1.wav
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| 72 |
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│ │ └── ...
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│ ├── dog_2/
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| 74 |
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│ │ ├── 1_chihuahua_M_dog_2.wav
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│ │ └── ...
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│ ├── dog_7a/
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| 77 |
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│ │ ├── 0_chihuahua_M_dog_7a.wav
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│ │ └── ...
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│ └── dog_7b/
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| 80 |
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│ ├── 5957_chihuahua_M_dog_7b.wav
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│ └── ...
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| 82 |
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└── metadata.csv
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| 83 |
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```
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| 84 |
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| 85 |
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Each dog's audio clips are located in a folder named with a sequential `dog_id` (for example `dog_1`, `dog_2`, etc.).
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| 86 |
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| 87 |
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All audio files are stored in WAV format.
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| 88 |
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| 89 |
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### Note on File Structure
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| 90 |
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| 91 |
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Due to repository limits on the number of files per directory, the original `dog_7` directory was divided into `dog_7a` and `dog_7b`.
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| 92 |
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| 93 |
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These folders contain the same data as the original directory and exist solely to satisfy repository file-count constraints.
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| 94 |
+
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| 95 |
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## Metadata
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| 96 |
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| 97 |
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The `metadata.csv` file provides the following information for each Barkseq:
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| 98 |
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| Column | Description |
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| 100 |
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| -------- | ----------------------------------- |
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| filename | Unique Barkseq filename |
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| 102 |
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| breed | Dog breed |
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| 103 |
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| sex | Biological sex (`male` or `female`) |
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| dog_id | Unique dog identifier |
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## Loading the Dataset
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| 107 |
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| 108 |
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```python
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| 109 |
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from pathlib import Path
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| 110 |
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import pandas as pd
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import soundfile as sf
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root = Path("DogSpeak")
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| 114 |
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meta = pd.read_csv(root / "metadata.csv")
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row = meta.iloc[0]
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| 118 |
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audio, sr = sf.read(
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root / "dogspeak_released" / row["filename"]
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)
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print(audio.shape)
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| 124 |
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print(sr)
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| 125 |
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```
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| 126 |
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| 127 |
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## Recommended Usage
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| 128 |
+
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| 129 |
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DogSpeak is most useful for:
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| 130 |
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* Breed classification
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| 132 |
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* Sex classification
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| 133 |
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* Canine vocalization modeling
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| 134 |
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* Audio representation learning
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| 135 |
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* Bioacoustic foundation model pretraining
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| 136 |
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* Large-scale canine acoustic analysis
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| 137 |
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|
| 138 |
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Researchers interested in age-dependent vocal development should additionally consider the Canine Age Transition Vocalization Dataset.
|
| 139 |
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|
| 140 |
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## Citation
|
| 141 |
+
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| 142 |
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If you use this dataset in your research, please cite:
|
| 143 |
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|
| 144 |
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```bibtex
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| 145 |
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@inproceedings{lekhak2025dogspeak,
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| 146 |
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title={DogSpeak: A Canine Vocalization Classification Dataset},
|
| 147 |
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author={Lekhak, Hridayesh and Wang, Theron S and Dang, Tuan M and Zhu, Kenny Q},
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| 148 |
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booktitle={Proceedings of the 33rd ACM International Conference on Multimedia},
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| 149 |
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pages={13369--13375},
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| 150 |
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year={2025}
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| 151 |
+
}
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| 152 |
+
```
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| 153 |
+
|
| 154 |
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## License
|
| 155 |
+
|
| 156 |
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The DogSpeak dataset is licensed under the **Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0)**.
|
| 157 |
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|
| 158 |
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You may share and adapt the dataset for non-commercial purposes, provided that appropriate credit is given and derivative works are distributed under the same license.
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