TransRAC: Encoding Multi-scale Temporal Correlation with Transformers for Repetitive Action Counting
Paper
• 2204.01018 • Published
video stringlengths 9 13 | video_id stringlengths 5 9 | count int64 1 141 | question stringclasses 1 value | action_type stringclasses 16 values | raw_source stringclasses 1 value |
|---|---|---|---|---|---|
train951.mp4 | train951 | 4 | Count the number of repetitions in this video. Return only an integer. | frontraise | EveryShotCounts |
train952.mp4 | train952 | 10 | Count the number of repetitions in this video. Return only an integer. | frontraise | EveryShotCounts |
test1463.mp4 | test1463 | 7 | Count the number of repetitions in this video. Return only an integer. | pullups | EveryShotCounts |
test2340.mp4 | test2340 | 4 | Count the number of repetitions in this video. Return only an integer. | squant | EveryShotCounts |
stu5_11.mp4 | stu5_11 | 6 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu9_2.mp4 | stu9_2 | 3 | Count the number of repetitions in this video. Return only an integer. | bench_pressing | EveryShotCounts |
stu6_18.mp4 | stu6_18 | 11 | Count the number of repetitions in this video. Return only an integer. | jump_jack | EveryShotCounts |
stu4_14.mp4 | stu4_14 | 5 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu8_3.mp4 | stu8_3 | 9 | Count the number of repetitions in this video. Return only an integer. | bench_pressing | EveryShotCounts |
stu4_54.mp4 | stu4_54 | 4 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
test128.mp4 | test128 | 2 | Count the number of repetitions in this video. Return only an integer. | benchpressing | EveryShotCounts |
stu4_66.mp4 | stu4_66 | 27 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu5_61.mp4 | stu5_61 | 2 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu6_35.mp4 | stu6_35 | 5 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
val77.mp4 | val77 | 3 | Count the number of repetitions in this video. Return only an integer. | benchpressing | EveryShotCounts |
stu9_63.mp4 | stu9_63 | 20 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu5_52.mp4 | stu5_52 | 4 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu2_35.mp4 | stu2_35 | 6 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu6_1.mp4 | stu6_1 | 5 | Count the number of repetitions in this video. Return only an integer. | bench_pressing | EveryShotCounts |
stu7_57.mp4 | stu7_57 | 43 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
train133.mp4 | train133 | 10 | Count the number of repetitions in this video. Return only an integer. | benchpressing | EveryShotCounts |
stu7_49.mp4 | stu7_49 | 50 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
stu9_51.mp4 | stu9_51 | 62 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
train3301.mp4 | train3301 | 4 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu10_50.mp4 | stu10_50 | 31 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
stu8_35.mp4 | stu8_35 | 11 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu1_68.mp4 | stu1_68 | 20 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
train1605.mp4 | train1605 | 5 | Count the number of repetitions in this video. Return only an integer. | jumpjacks | EveryShotCounts |
train940.mp4 | train940 | 5 | Count the number of repetitions in this video. Return only an integer. | frontraise | EveryShotCounts |
stu7_34.mp4 | stu7_34 | 44 | Count the number of repetitions in this video. Return only an integer. | jump_jack | EveryShotCounts |
stu2_58.mp4 | stu2_58 | 37 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu4_50.mp4 | stu4_50 | 3 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu1_33.mp4 | stu1_33 | 28 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu9_22.mp4 | stu9_22 | 6 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu7_3.mp4 | stu7_3 | 12 | Count the number of repetitions in this video. Return only an integer. | bench_pressing | EveryShotCounts |
stu1_14.mp4 | stu1_14 | 3 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu3_42.mp4 | stu3_42 | 10 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
stu4_15.mp4 | stu4_15 | 16 | Count the number of repetitions in this video. Return only an integer. | jump_jack | EveryShotCounts |
stu6_62.mp4 | stu6_62 | 20 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
train987.mp4 | train987 | 7 | Count the number of repetitions in this video. Return only an integer. | frontraise | EveryShotCounts |
stu8_64.mp4 | stu8_64 | 3 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu4_39.mp4 | stu4_39 | 1 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu2_40.mp4 | stu2_40 | 12 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu7_18.mp4 | stu7_18 | 5 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
train160.mp4 | train160 | 7 | Count the number of repetitions in this video. Return only an integer. | benchpressing | EveryShotCounts |
stu7_67.mp4 | stu7_67 | 29 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
train180.mp4 | train180 | 3 | Count the number of repetitions in this video. Return only an integer. | benchpressing | EveryShotCounts |
stu6_29.mp4 | stu6_29 | 5 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu10_46.mp4 | stu10_46 | 11 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
stu6_33.mp4 | stu6_33 | 6 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu4_33.mp4 | stu4_33 | 6 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu3_65.mp4 | stu3_65 | 6 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu6_8.mp4 | stu6_8 | 6 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu1_41.mp4 | stu1_41 | 12 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
train2719.mp4 | train2719 | 3 | Count the number of repetitions in this video. Return only an integer. | pushups | EveryShotCounts |
stu9_26.mp4 | stu9_26 | 3 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu7_60.mp4 | stu7_60 | 26 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu2_51.mp4 | stu2_51 | 19 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
stu8_1.mp4 | stu8_1 | 3 | Count the number of repetitions in this video. Return only an integer. | bench_pressing | EveryShotCounts |
stu10_64.mp4 | stu10_64 | 2 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu10_31.mp4 | stu10_31 | 10 | Count the number of repetitions in this video. Return only an integer. | jump_jack | EveryShotCounts |
train2712.mp4 | train2712 | 6 | Count the number of repetitions in this video. Return only an integer. | pushups | EveryShotCounts |
stu1_22.mp4 | stu1_22 | 9 | Count the number of repetitions in this video. Return only an integer. | jump_jack | EveryShotCounts |
stu4_25.mp4 | stu4_25 | 6 | Count the number of repetitions in this video. Return only an integer. | jump_jack | EveryShotCounts |
stu3_61.mp4 | stu3_61 | 19 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu8_63.mp4 | stu8_63 | 26 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu2_20.mp4 | stu2_20 | 13 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu10_16.mp4 | stu10_16 | 6 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu10_53.mp4 | stu10_53 | 23 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
val1089.mp4 | val1089 | 4 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu3_62.mp4 | stu3_62 | 13 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu8_56.mp4 | stu8_56 | 4 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu10_51.mp4 | stu10_51 | 54 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
stu8_69.mp4 | stu8_69 | 19 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu7_63.mp4 | stu7_63 | 12 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu9_35.mp4 | stu9_35 | 5 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu8_44.mp4 | stu8_44 | 22 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
train3319.mp4 | train3319 | 1 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu8_4.mp4 | stu8_4 | 6 | Count the number of repetitions in this video. Return only an integer. | bench_pressing | EveryShotCounts |
stu3_44.mp4 | stu3_44 | 11 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
stu7_64.mp4 | stu7_64 | 11 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
train2568.mp4 | train2568 | 3 | Count the number of repetitions in this video. Return only an integer. | pullups | EveryShotCounts |
train3386.mp4 | train3386 | 5 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu5_48.mp4 | stu5_48 | 7 | Count the number of repetitions in this video. Return only an integer. | push_up | EveryShotCounts |
train2570.mp4 | train2570 | 4 | Count the number of repetitions in this video. Return only an integer. | pullups | EveryShotCounts |
test586.mp4 | test586 | 7 | Count the number of repetitions in this video. Return only an integer. | frontraise | EveryShotCounts |
stu2_38.mp4 | stu2_38 | 8 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu5_56.mp4 | stu5_56 | 29 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
train3948.mp4 | train3948 | 2 | Count the number of repetitions in this video. Return only an integer. | squant | EveryShotCounts |
stu5_30.mp4 | stu5_30 | 4 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
stu9_58.mp4 | stu9_58 | 16 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu1_20.mp4 | stu1_20 | 3 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
train3366.mp4 | train3366 | 2 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
train2501.mp4 | train2501 | 2 | Count the number of repetitions in this video. Return only an integer. | pullups | EveryShotCounts |
stu1_55.mp4 | stu1_55 | 5 | Count the number of repetitions in this video. Return only an integer. | situp | EveryShotCounts |
stu3_9.mp4 | stu3_9 | 12 | Count the number of repetitions in this video. Return only an integer. | front_raise | EveryShotCounts |
stu8_5.mp4 | stu8_5 | 47 | Count the number of repetitions in this video. Return only an integer. | bench_pressing | EveryShotCounts |
stu4_61.mp4 | stu4_61 | 10 | Count the number of repetitions in this video. Return only an integer. | squat | EveryShotCounts |
stu6_28.mp4 | stu6_28 | 13 | Count the number of repetitions in this video. Return only an integer. | pull_up | EveryShotCounts |
val819.mp4 | val819 | 6 | Count the number of repetitions in this video. Return only an integer. | pullups | EveryShotCounts |
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YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)
RepCount
Full-set metadata for lmms-eval task repcount.
Dataset Contents
This repository contains metadata/annotations only. Raw video files are not embedded in this repo.
QA Format
Each row is count-based QA for repetition counting:
video/video_id: media referencequestion: natural-language counting promptcount: integer ground-truth repetition countaction_type(optional): action category metadata
In lmms-eval, targets are read from count first (fallbacks: answer, number, gt_count, label), and scored by mae_norm and obo.
Raw Media Requirement
- Metadata source: https://github.com/sinhasaptarshi/EveryShotCounts (
datasets/repcount/*_with_fps.csv) - Raw video location: official RepCount downloads / YouTube-derived media (not embedded here)
- Expected local media root for evaluation:
$REPCOUNT_VIDEO_DIRor$HF_HOME/repcount
Attribution and Relationship
RepCount is introduced in TransRAC: Encoding Multi-scale Temporal Correlation with Transformers for Repetitive Action Counting (CVPR 2022, arXiv:2204.01018). Countix is a separate dataset introduced in Counting Out Time (CVPR 2020, arXiv:2006.15418). RepCount and Countix are independent datasets from different research groups.
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