Datasets:

gouba2333
/

BoxComm

+# BoxComm-Benchmark
+BoxComm-Benchmark is the official benchmark release for standardized BoxComm evaluation.
+## Resources
+- Project Page: https://gouba2333.github.io/BoxComm
+- Paper: http://arxiv.org/abs/2604.04419
+- Code: https://github.com/gouba2333/BoxComm
+## Included files
+- `manifests/benchmark_manifest_eval_v1.jsonl`
+- `metadata/eval_metadata_v1.csv`
+- `examples/generation_prediction_example.jsonl`
+- `examples/streaming_prediction_example.jsonl`
+- `metrics/version.txt`
+## Benchmark tasks
+1. Category-conditioned commentary generation
+2. Commentary rhythm and class-distribution evaluation
+## Evaluation scripts
+Use the official scripts in the code repository:
+- `scripts/eval_metrics.py`
+- `scripts/eval_streaming_cls_metrics.py`
+## Prediction formats
+### Generation
+```json
+{"video_id": 478, "segment_index": 0, "t_mid": 1.0, "pred_text": "..."}
+```
+### Streaming
+```json
+{"video_id": 478, "responses": [{"start_time": 0.0, "end_time": 1.0, "response": "..."}, ...]}
+```
+## Citation
+```bibtex
+@article{wang2026boxcomm,
+  title={BoxComm: Benchmarking Category-Aware Commentary Generation and Narration Rhythm in Boxing},
+  author={Wang, Kaiwen and Zheng, Kaili and Deng, Rongrong and Shi, Yiming and Guo, Chenyi and Wu, Ji},
+  journal={arXiv preprint arXiv:2604.04419},
+  year={2026}
+}
+```

examples/generation_prediction_example.jsonl ADDED Viewed

	@@ -0,0 +1,3 @@

+{"video_id": 478, "segment_index": 0, "t_mid": 1.0, "pred_text": "Light flyweight final action gets underway."}
+{"video_id": 478, "segment_index": 1, "t_mid": 6.04, "pred_text": "Another southpaw versus orthodox matchup here."}
+{"video_id": 478, "segment_index": 2, "t_mid": 10.57, "pred_text": "The orthodox boxer started sharply from range."}

examples/streaming_prediction_example.jsonl ADDED Viewed

	@@ -0,0 +1 @@


1	+ {"video_id": 478, "responses": [{"start_time": 0.0, "end_time": 3.0, "response": "We are underway in the light flyweight final."}, {"start_time": 6.0, "end_time": 10.0, "response": "Another southpaw versus orthodox matchup here."}, {"start_time": 10.0, "end_time": 14.0, "response": "The orthodox boxer starts well from range."}]}

manifests/benchmark_manifest_eval_v1.jsonl ADDED Viewed

	@@ -0,0 +1,40 @@

+{"video_id": 478, "video_name": "478_LUTSAIKHAN-Altantsetseg_MINAKSHI-Minakshi", "video_path": "/hdd/wangkw/dataset/shijs_processed/478_LUTSAIKHAN-Altantsetseg_MINAKSHI-Minakshi.mp4", "fps": 30.0, "total_frames": 19800, "language": "en", "num_segments": 139}
+{"video_id": 479, "video_name": "479_PEREZ-Yoseline_CHARAABI-Sirine", "video_path": "/hdd/wangkw/dataset/shijs_processed/479_PEREZ-Yoseline_CHARAABI-Sirine.mp4", "fps": 30.0, "total_frames": 19702, "language": "en", "num_segments": 120}
+{"video_id": 480, "video_name": "480_IM-Aeji_HUANG-Hsiao-Wen", "video_path": "/hdd/wangkw/dataset/shijs_processed/480_IM-Aeji_HUANG-Hsiao-Wen.mp4", "fps": 30.0, "total_frames": 19589, "language": "en", "num_segments": 126}
+{"video_id": 481, "video_name": "481_GREENTREE-Emma-Sue_ISILDAR-Busra", "video_path": "/hdd/wangkw/dataset/shijs_processed/481_GREENTREE-Emma-Sue_ISILDAR-Busra.mp4", "fps": 30.0, "total_frames": 20228, "language": "en", "num_segments": 123}
+{"video_id": 482, "video_name": "482_O'ROURKE-Aoife_WANG-Lina", "video_path": "/hdd/wangkw/dataset/shijs_processed/482_O'ROURKE-Aoife_WANG-Lina.mp4", "fps": 30.0, "total_frames": 19944, "language": "en", "num_segments": 136}
+{"video_id": 483, "video_name": "483_TASHKENBAY-Sanzhar_CLARO-FIZ-Alejandro", "video_path": "/hdd/wangkw/dataset/shijs_processed/483_TASHKENBAY-Sanzhar_CLARO-FIZ-Alejandro.mp4", "fps": 30.0, "total_frames": 19647, "language": "en", "num_segments": 135}
+{"video_id": 484, "video_name": "484_ALDARKHISHIG-Battulga_MAKINO-Soushi", "video_path": "/hdd/wangkw/dataset/shijs_processed/484_ALDARKHISHIG-Battulga_MAKINO-Soushi.mp4", "fps": 30.0, "total_frames": 19431, "language": "en", "num_segments": 133}
+{"video_id": 487, "video_name": "487_DOS-REIS-Yuri-Falcao_ALVAREZ-BORGES-Erislandy", "video_path": "/hdd/wangkw/dataset/shijs_processed/487_DOS-REIS-Yuri-Falcao_ALVAREZ-BORGES-Erislandy.mp4", "fps": 30.0, "total_frames": 19848, "language": "en", "num_segments": 137}
+{"video_id": 489, "video_name": "489_VEOCIC-Gabrijel_UMMATALIEV-Javokhir", "video_path": "/hdd/wangkw/dataset/shijs_processed/489_VEOCIC-Gabrijel_UMMATALIEV-Javokhir.mp4", "fps": 30.0, "total_frames": 21791, "language": "en", "num_segments": 169}
+{"video_id": 490, "video_name": "490_CESAR-Yojerlin_AKILOV-Pylyp", "video_path": "/hdd/wangkw/dataset/shijs_processed/490_CESAR-Yojerlin_AKILOV-Pylyp.mp4", "fps": 29.97002997002997, "total_frames": 19705, "language": "en", "num_segments": 127}
+{"video_id": 491, "video_name": "491_KAZAKOVA-Feruza_CAKIROGLU-Buse-Naz", "video_path": "/hdd/wangkw/dataset/shijs_processed/491_KAZAKOVA-Feruza_CAKIROGLU-Buse-Naz.mp4", "fps": 50.0, "total_frames": 33009, "language": "en", "num_segments": 135}
+{"video_id": 492, "video_name": "492_Ql-Xinyu_BALKIBEKOVA-Alua", "video_path": "/hdd/wangkw/dataset/shijs_processed/492_Ql-Xinyu_BALKIBEKOVA-Alua.mp4", "fps": 50.0, "total_frames": 33189, "language": "en", "num_segments": 145}
+{"video_id": 493, "video_name": "493_JAISMINE-Jaismine_SZEREMETA-Julia", "video_path": "/hdd/wangkw/dataset/shijs_processed/493_JAISMINE-Jaismine_SZEREMETA-Julia.mp4", "fps": 50.0, "total_frames": 33055, "language": "en", "num_segments": 134}
+{"video_id": 494, "video_name": "494_ZOKIROVA-Aziza_PERGOLITI-Lekeisha", "video_path": "/hdd/wangkw/dataset/shijs_processed/494_ZOKIROVA-Aziza_PERGOLITI-Lekeisha.mp4", "fps": 50.0, "total_frames": 32914, "language": "en", "num_segments": 152}
+{"video_id": 495, "video_name": "495_BOGDANOVA-Natalya_REID-Chantelle", "video_path": "/hdd/wangkw/dataset/shijs_processed/495_BOGDANOVA-Natalya_REID-Chantelle.mp4", "fps": 50.0, "total_frames": 32860, "language": "en", "num_segments": 153}
+{"video_id": 496, "video_name": "496_PENNEY-Viktoria-Madelyne_FLINT-Eseta", "video_path": "/hdd/wangkw/dataset/shijs_processed/496_PENNEY-Viktoria-Madelyne_FLINT-Eseta.mp4", "fps": 50.0, "total_frames": 32880, "language": "en", "num_segments": 133}
+{"video_id": 497, "video_name": "497_POOJA-RANI-Pooja-Rani_ASQUITH-Emily", "video_path": "/hdd/wangkw/dataset/shijs_processed/497_POOJA-RANI-Pooja-Rani_ASQUITH-Emily.mp4", "fps": 50.0, "total_frames": 32821, "language": "en", "num_segments": 158}
+{"video_id": 498, "video_name": "498_KACZMARSKA-Agata_NUPUR-Nupur", "video_path": "/hdd/wangkw/dataset/shijs_processed/498_KACZMARSKA-Agata_NUPUR-Nupur.mp4", "fps": 50.0, "total_frames": 32430, "language": "en", "num_segments": 140}
+{"video_id": 499, "video_name": "499_OKAZAWA-Sewonrets-Q.-M._EASHASH-Zeyad", "video_path": "/hdd/wangkw/dataset/shijs_processed/499_OKAZAWA-Sewonrets-Q.-M._EASHASH-Zeyad.mp4", "fps": 50.0, "total_frames": 32830, "language": "en", "num_segments": 135}
+{"video_id": 500, "video_name": "500_KAMARA-Odel_SABYRKHAN-Torekhan", "video_path": "/hdd/wangkw/dataset/shijs_processed/500_KAMARA-Odel_SABYRKHAN-Torekhan.mp4", "fps": 50.0, "total_frames": 32705, "language": "en", "num_segments": 153}
+{"video_id": 501, "video_name": "501_ERKINBOEV-Fazliddin_KIWAN-Rami", "video_path": "/hdd/wangkw/dataset/shijs_processed/501_ERKINBOEV-Fazliddin_KIWAN-Rami.mp4", "fps": 50.0, "total_frames": 34267, "language": "en", "num_segments": 151}
+{"video_id": 502, "video_name": "502_STOTT-Teagn_ZHASAN-Danylo", "video_path": "/hdd/wangkw/dataset/shijs_processed/502_STOTT-Teagn_ZHASAN-Danylo.mp4", "fps": 50.0, "total_frames": 33464, "language": "en", "num_segments": 160}
+{"video_id": 503, "video_name": "503_DEROUICHE-Michael-Fares_ISROILOV-Akmaljon", "video_path": "/hdd/wangkw/dataset/shijs_processed/503_DEROUICHE-Michael-Fares_ISROILOV-Akmaljon.mp4", "fps": 50.0, "total_frames": 33542, "language": "en", "num_segments": 156}
+{"video_id": 504, "video_name": "504_MINAKSHI-Minakshi_KYZAIBAY-Nazym", "video_path": "/hdd/wangkw/dataset/shijs_processed/504_MINAKSHI-Minakshi_KYZAIBAY-Nazym.mp4", "fps": 50.0, "total_frames": 34854, "language": "en", "num_segments": 101}
+{"video_id": 505, "video_name": "505_HUANG-Hsiao-Wen_PEREZ-Yoseline", "video_path": "/hdd/wangkw/dataset/shijs_processed/505_HUANG-Hsiao-Wen_PEREZ-Yoseline.mp4", "fps": 50.0, "total_frames": 32006, "language": "en", "num_segments": 159}
+{"video_id": 506, "video_name": "506_RYGIELSKA-Aneta_SANTOS-Rebeca-De-Lima", "video_path": "/hdd/wangkw/dataset/shijs_processed/506_RYGIELSKA-Aneta_SANTOS-Rebeca-De-Lima.mp4", "fps": 50.0, "total_frames": 32711, "language": "en", "num_segments": 168}
+{"video_id": 507, "video_name": "507_O'ROURKE-Aoife_ISILDAR-Busra", "video_path": "/hdd/wangkw/dataset/shijs_processed/507_O'ROURKE-Aoife_ISILDAR-Busra.mp4", "fps": 50.0, "total_frames": 32641, "language": "en", "num_segments": 162}
+{"video_id": 508, "video_name": "508_ALDARKHISHIG-Battulga_TASHKENBAY-Sanzhar", "video_path": "/hdd/wangkw/dataset/shijs_processed/508_ALDARKHISHIG-Battulga_TASHKENBAY-Sanzhar.mp4", "fps": 50.0, "total_frames": 33000, "language": "en", "num_segments": 107}
+{"video_id": 509, "video_name": "509_LOZANO-SERRANo-Rafad_SABYRKHAN-Makhmud", "video_path": "/hdd/wangkw/dataset/shijs_processed/509_LOZANO-SERRANo-Rafad_SABYRKHAN-Makhmud.mp4", "fps": 50.0, "total_frames": 32722, "language": "en", "num_segments": 171}
+{"video_id": 510, "video_name": "510_MUYDINKHUJAEV-Asadkhuja_DOS-REIS-Yuri-Falcao", "video_path": "/hdd/wangkw/dataset/shijs_processed/510_MUYDINKHUJAEV-Asadkhuja_DOS-REIS-Yuri-Falcao.mp4", "fps": 50.0, "total_frames": 32836, "language": "en", "num_segments": 155}
+{"video_id": 511, "video_name": "511_CESAR-Yojerlin_UMMATALIEV-Javokhir", "video_path": "/hdd/wangkw/dataset/shijs_processed/511_CESAR-Yojerlin_UMMATALIEV-Javokhir.mp4", "fps": 50.0, "total_frames": 32766, "language": "en", "num_segments": 156}
+{"video_id": 512, "video_name": "512_KHABIBULLAEV-Turabek_FlLHO-lsaias-Santos-Ribeiro", "video_path": "/hdd/wangkw/dataset/shijs_processed/512_KHABIBULLAEV-Turabek_FlLHO-lsaias-Santos-Ribeiro.mp4", "fps": 50.0, "total_frames": 33000, "language": "en", "num_segments": 168}
+{"video_id": 513, "video_name": "513_BALKIBEKOVA-Alua_CAKIROGLU-Buse-Naz", "video_path": "/hdd/wangkw/dataset/shijs_processed/513_BALKIBEKOVA-Alua_CAKIROGLU-Buse-Naz.mp4", "fps": 30.0, "total_frames": 19721, "language": "hi", "num_segments": 122}
+{"video_id": 514, "video_name": "514_KHAMIDOVA-Navbakhor_ABIKEYEVA-Aida", "video_path": "/hdd/wangkw/dataset/shijs_processed/514_KHAMIDOVA-Navbakhor_ABIKEYEVA-Aida.mp4", "fps": 30.0, "total_frames": 19800, "language": "hi", "num_segments": 136}
+{"video_id": 515, "video_name": "515_BOGDANOVA-Natalya_PERGOLITI-Lekeisha", "video_path": "/hdd/wangkw/dataset/shijs_processed/515_BOGDANOVA-Natalya_PERGOLITI-Lekeisha.mp4", "fps": 30.0, "total_frames": 19765, "language": "hi", "num_segments": 128}
+{"video_id": 516, "video_name": "516_ASQUITH-Emily_FLINT-Eseta", "video_path": "/hdd/wangkw/dataset/shijs_processed/516_ASQUITH-Emily_FLINT-Eseta.mp4", "fps": 30.0, "total_frames": 19699, "language": "hi", "num_segments": 135}
+{"video_id": 517, "video_name": "517_DE-OLIVEIRA-Luiz-Gabriel-Do-N.-C._KHALOKOV-Abdumalik", "video_path": "/hdd/wangkw/dataset/shijs_processed/517_DE-OLIVEIRA-Luiz-Gabriel-Do-N.-C._KHALOKOV-Abdumalik.mp4", "fps": 30.0, "total_frames": 11969, "language": "hi", "num_segments": 70}
+{"video_id": 518, "video_name": "518_SABYRKHAN-Torekhan_OKAZAWA-Sewonrets-Q.-M.", "video_path": "/hdd/wangkw/dataset/shijs_processed/518_SABYRKHAN-Torekhan_OKAZAWA-Sewonrets-Q.-M..mp4", "fps": 30.0, "total_frames": 19738, "language": "ur", "num_segments": 129}
+{"video_id": 519, "video_name": "519_ISROILOV-Akmaljon_STOTT-Teagn", "video_path": "/hdd/wangkw/dataset/shijs_processed/519_ISROILOV-Akmaljon_STOTT-Teagn.mp4", "fps": 30.0, "total_frames": 19592, "language": "hi", "num_segments": 139}
+{"video_id": 520, "video_name": "520_ORALBAY-Aibek_ZOKIROV-Jakhongir", "video_path": "/hdd/wangkw/dataset/shijs_processed/520_ORALBAY-Aibek_ZOKIROV-Jakhongir.mp4", "fps": 30.0, "total_frames": 20240, "language": "hi", "num_segments": 132}

metadata/eval_metadata_v1.csv ADDED Viewed

	@@ -0,0 +1,41 @@

+video_id,video_name,video_path,fps,total_frames,language,num_segments
+478,478_LUTSAIKHAN-Altantsetseg_MINAKSHI-Minakshi,/hdd/wangkw/dataset/shijs_processed/478_LUTSAIKHAN-Altantsetseg_MINAKSHI-Minakshi.mp4,30.0,19800,en,139
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+480,480_IM-Aeji_HUANG-Hsiao-Wen,/hdd/wangkw/dataset/shijs_processed/480_IM-Aeji_HUANG-Hsiao-Wen.mp4,30.0,19589,en,126
+481,481_GREENTREE-Emma-Sue_ISILDAR-Busra,/hdd/wangkw/dataset/shijs_processed/481_GREENTREE-Emma-Sue_ISILDAR-Busra.mp4,30.0,20228,en,123
+482,482_O'ROURKE-Aoife_WANG-Lina,/hdd/wangkw/dataset/shijs_processed/482_O'ROURKE-Aoife_WANG-Lina.mp4,30.0,19944,en,136
+483,483_TASHKENBAY-Sanzhar_CLARO-FIZ-Alejandro,/hdd/wangkw/dataset/shijs_processed/483_TASHKENBAY-Sanzhar_CLARO-FIZ-Alejandro.mp4,30.0,19647,en,135
+484,484_ALDARKHISHIG-Battulga_MAKINO-Soushi,/hdd/wangkw/dataset/shijs_processed/484_ALDARKHISHIG-Battulga_MAKINO-Soushi.mp4,30.0,19431,en,133
+487,487_DOS-REIS-Yuri-Falcao_ALVAREZ-BORGES-Erislandy,/hdd/wangkw/dataset/shijs_processed/487_DOS-REIS-Yuri-Falcao_ALVAREZ-BORGES-Erislandy.mp4,30.0,19848,en,137
+489,489_VEOCIC-Gabrijel_UMMATALIEV-Javokhir,/hdd/wangkw/dataset/shijs_processed/489_VEOCIC-Gabrijel_UMMATALIEV-Javokhir.mp4,30.0,21791,en,169
+490,490_CESAR-Yojerlin_AKILOV-Pylyp,/hdd/wangkw/dataset/shijs_processed/490_CESAR-Yojerlin_AKILOV-Pylyp.mp4,29.97002997002997,19705,en,127
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+494,494_ZOKIROVA-Aziza_PERGOLITI-Lekeisha,/hdd/wangkw/dataset/shijs_processed/494_ZOKIROVA-Aziza_PERGOLITI-Lekeisha.mp4,50.0,32914,en,152
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+515,515_BOGDANOVA-Natalya_PERGOLITI-Lekeisha,/hdd/wangkw/dataset/shijs_processed/515_BOGDANOVA-Natalya_PERGOLITI-Lekeisha.mp4,30.0,19765,hi,128
+516,516_ASQUITH-Emily_FLINT-Eseta,/hdd/wangkw/dataset/shijs_processed/516_ASQUITH-Emily_FLINT-Eseta.mp4,30.0,19699,hi,135
+517,517_DE-OLIVEIRA-Luiz-Gabriel-Do-N.-C._KHALOKOV-Abdumalik,/hdd/wangkw/dataset/shijs_processed/517_DE-OLIVEIRA-Luiz-Gabriel-Do-N.-C._KHALOKOV-Abdumalik.mp4,30.0,11969,hi,70
+518,518_SABYRKHAN-Torekhan_OKAZAWA-Sewonrets-Q.-M.,/hdd/wangkw/dataset/shijs_processed/518_SABYRKHAN-Torekhan_OKAZAWA-Sewonrets-Q.-M..mp4,30.0,19738,ur,129
+519,519_ISROILOV-Akmaljon_STOTT-Teagn,/hdd/wangkw/dataset/shijs_processed/519_ISROILOV-Akmaljon_STOTT-Teagn.mp4,30.0,19592,hi,139
+520,520_ORALBAY-Aibek_ZOKIROV-Jakhongir,/hdd/wangkw/dataset/shijs_processed/520_ORALBAY-Aibek_ZOKIROV-Jakhongir.mp4,30.0,20240,hi,132

metrics/version.txt ADDED Viewed

	@@ -0,0 +1,3 @@

+BoxComm-Benchmark v1.0
+Generation metric script: scripts/eval_metrics.py
+Streaming metric script: scripts/eval_streaming_cls_metrics.py