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+ ---
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+ license: other
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+ task_categories:
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+ - video-classification
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+ - image-classification
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+ tags:
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+ - boxing
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+ - sports
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+ - action-recognition
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+ - punch-detection
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+ - computer-vision
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+ - qwen
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+ - vision-llm
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+ - fine-tuning
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+ pretty_name: Boxing Punch Classification Video Dataset
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # Boxing Punch Classification Video Dataset
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+
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+ Short video clips of boxing punches, labeled for training vision language models.
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+
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+ ## Dataset Description
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+
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+ This dataset contains 2278 short video clips extracted from Olympic boxing competition footage,
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+ each labeled with one of 8 punch/action categories. The clips are designed for fine-tuning
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+ vision LLMs like Qwen-VL for boxing action recognition.
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+
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+ ### Source
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+
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+ Derived from the [Olympic Boxing Punch Classification Video Dataset](https://www.kaggle.com/datasets/piotrstefaskiue/olympic-boxing-punch-classification-video-dataset)
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+ by Piotr Stefański et al. Original recordings from a 2021 boxing league competition.
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+
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+ ## Labels
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+
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+ | Label | Count |
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+ |-------|-------|
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+ | head_left_hand | 807 |
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+ | head_right_hand | 390 |
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+ | miss_left_hand | 387 |
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+ | miss_right_hand | 209 |
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+ | block_left_hand | 190 |
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+ | body_left_hand | 111 |
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+ | block_right_hand | 96 |
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+ | body_right_hand | 88 |
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+
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+ **Total clips:** 2278
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+ **Total duration:** 1562.9 seconds
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+
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+ ## Dataset Structure
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+
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+ Each entry contains:
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+ - `file_name`: Path to the video clip (.mp4)
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+ - `label`: Action category (English)
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+ - `start_time` / `end_time`: Timestamps in the source video
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+ - `duration`: Clip length in seconds
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+ - `source_video`: Original video filename
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+ - `fps`: Frames per second
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("NealBeans/BoxingDataset")
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+ ```
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+
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+ ### For Qwen-VL Fine-tuning
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+
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+ ```python
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+ from transformers import Qwen2VLForConditionalGeneration, AutoProcessor
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+
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+ model = Qwen2VLForConditionalGeneration.from_pretrained("Qwen/Qwen2-VL-7B-Instruct")
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+ processor = AutoProcessor.from_pretrained("Qwen/Qwen2-VL-7B-Instruct")
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+
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+ # Each clip can be used as video input with its label as the target
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+ ```
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+
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+ ## License
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+
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+ This dataset is derived from research data and is for non-commercial/academic use only.
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+ See the original dataset for full license terms.
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the original research:
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+
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+ ```bibtex
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+ @article{stefanski2024boxing,
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+ title={Boxing Punch Detection with Single Static Camera},
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+ author={Stefa{\n}ski, Piotr and Kozak, Jan and Jach, Tomasz},
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+ journal={Entropy},
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+ volume={26},
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+ number={8},
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+ pages={617},
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+ year={2024}
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+ }
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+ ```