A Deep Siamese Network for Scene Detection in Broadcast Videos
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Abstract (arXiv)
We present a model that automatically divides broadcast videos into coherent scenes by learning a distance measure between shots. Experiments are performed to demonstrate the effectiveness of our approach by comparing our algorithm against recent proposals for automatic scene segmentation. We also propose an improved performance measure that aims to reduce the gap between numerical evaluation and expected results, and propose and release a new benchmark dataset.
Key facts. Cited by 21 papers in the map (data through 14 Oct 2026). First posted on arXiv 29 Oct 2015.
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Citing papers per year: 2021: 2; 2022: 9; 2023: 3; 2024: 1; 2025: 3; 2026: 3.
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- 2022Efficient Movie Scene Detection using State-Space Transformerscited by 51
- 2021Shot Contrastive Self-Supervised Learning for Scene Boundary Detectioncited by 35
- 2023AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detectioncited by 23
- 2022Boundary-aware Self-supervised Learning for Video Scene Segmentationcited by 17
- 2022Temporal Perceiver: A General Architecture for Arbitrary Boundary Detectioncited by 12
- 2022Scene Consistency Representation Learning for Video Scene Segmentationcited by 9
- 2026OmniShotCut: Holistic Relational Shot Boundary Detection with Shot-Query Transformercited by 5
- 2022OS-MSL: One Stage Multimodal Sequential Link Framework for Scene Segmentation and Classificationcited by 4
- 2023MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentationcited by 4
- 2021Overview of Tencent Multi-modal Ads Video Understanding Challengecited by 3
- 2022Learnable Optimal Sequential Grouping for Video Scene Detectioncited by 3
- 2025Parameter-free Video Segmentation for Vision and Language Understandingcited by 3
9 more
- 2022AntPivot: Livestream Highlight Detection via Hierarchical Attention Mechanismcited by 2
- 2022Tencent AVS: A Holistic Ads Video Dataset for Multi-modal Scene Segmentationcited by 2
- 2025Scene-VLM: Multimodal Video Scene Segmentation via Vision-Language Modelscited by 2
- 2025Structured Context Learning for Generic Event Boundary Detectioncited by 1
- 2026TransVLM: A Vision-Language Framework and Benchmark for Detecting Any Shot Transitionscited by 1
- 2022Movie Genre Classification by Language Augmentation and Shot Samplingcited by 0
- 2023Multi-Modal Video Topic Segmentation with Dual-Contrastive Domain Adaptationcited by 0
- 2024Modality-Aware Shot Relating and Comparing for Video Scene Detectioncited by 0
- 2026Automatic Funny Scene Extraction from Long-form Cinematic Videoscited by 0
- 2026TransVLM: A Vision-Language Framework and Benchmark for Detecting Any Shot Transitions30 Apr 2026
- 2026OmniShotCut: Holistic Relational Shot Boundary Detection with Shot-Query Transformer27 Apr 2026
- 2026Automatic Funny Scene Extraction from Long-form Cinematic Videos17 Feb 2026
- 2025Scene-VLM: Multimodal Video Scene Segmentation via Vision-Language Models25 Dec 2025
- 2025Structured Context Learning for Generic Event Boundary Detection29 Nov 2025
- 2025Parameter-free Video Segmentation for Vision and Language Understanding3 Mar 2025
- 2024Modality-Aware Shot Relating and Comparing for Video Scene Detection23 Dec 2024
- 2023Multi-Modal Video Topic Segmentation with Dual-Contrastive Domain Adaptation30 Nov 2023
- 2023MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation22 Aug 2023
- 2023AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection12 Apr 2023
- 2022Efficient Movie Scene Detection using State-Space Transformers29 Dec 2022
- 2022Tencent AVS: A Holistic Ads Video Dataset for Multi-modal Scene Segmentation9 Dec 2022
9 more
- 2022OS-MSL: One Stage Multimodal Sequential Link Framework for Scene Segmentation and Classification4 Jul 2022
- 2022AntPivot: Livestream Highlight Detection via Hierarchical Attention Mechanism10 Jun 2022
- 2022Learnable Optimal Sequential Grouping for Video Scene Detection17 May 2022
- 2022Scene Consistency Representation Learning for Video Scene Segmentation11 May 2022
- 2022Movie Genre Classification by Language Augmentation and Shot Sampling24 Mar 2022
- 2022Temporal Perceiver: A General Architecture for Arbitrary Boundary Detection1 Mar 2022
- 2022Boundary-aware Self-supervised Learning for Video Scene Segmentation14 Jan 2022
- 2021Overview of Tencent Multi-modal Ads Video Understanding Challenge16 Sep 2021
- 2021Shot Contrastive Self-Supervised Learning for Scene Boundary Detection28 Apr 2021
- 2022Efficient Movie Scene Detection using State-Space Transformerscited by 51
- 2021Shot Contrastive Self-Supervised Learning for Scene Boundary Detectioncited by 35
- 2023AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detectioncited by 23
- 2022Boundary-aware Self-supervised Learning for Video Scene Segmentationcited by 17
- 2022Temporal Perceiver: A General Architecture for Arbitrary Boundary Detectioncited by 12
- 2022Scene Consistency Representation Learning for Video Scene Segmentationcited by 9
- 2026OmniShotCut: Holistic Relational Shot Boundary Detection with Shot-Query Transformercited by 5
- 2022OS-MSL: One Stage Multimodal Sequential Link Framework for Scene Segmentation and Classificationcited by 4
- 2023MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentationcited by 4
- 2021Overview of Tencent Multi-modal Ads Video Understanding Challengecited by 3
- 2022Learnable Optimal Sequential Grouping for Video Scene Detectioncited by 3
- 2025Parameter-free Video Segmentation for Vision and Language Understandingcited by 3
12 most cited of 20 All 20 (JSON)
- 2026TransVLM: A Vision-Language Framework and Benchmark for Detecting Any Shot Transitions30 Apr 2026
- 2026OmniShotCut: Holistic Relational Shot Boundary Detection with Shot-Query Transformer27 Apr 2026
- 2026Automatic Funny Scene Extraction from Long-form Cinematic Videos17 Feb 2026
- 2025Structured Context Learning for Generic Event Boundary Detection29 Nov 2025
- 2025Parameter-free Video Segmentation for Vision and Language Understanding3 Mar 2025
- 2024Modality-Aware Shot Relating and Comparing for Video Scene Detection23 Dec 2024
- 2023Multi-Modal Video Topic Segmentation with Dual-Contrastive Domain Adaptation30 Nov 2023
- 2023MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation22 Aug 2023
- 2023AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection12 Apr 2023
- 2022Efficient Movie Scene Detection using State-Space Transformers29 Dec 2022
- 2022Tencent AVS: A Holistic Ads Video Dataset for Multi-modal Scene Segmentation9 Dec 2022
- 2022OS-MSL: One Stage Multimodal Sequential Link Framework for Scene Segmentation and Classification4 Jul 2022
12 newest of 20 All 20 (JSON)