Awesome Topic Segmentation

List of Papers

Overview of Topic Segmentation

• Application of Topic Segmentation in Audiovisual Information Retrieval
• Book: Spoken-Language-Understanding-Systems-for-Extracting-Semantic-Information-from-Speech

Segmentation

• Attention-Based Neural Text Segmentation: 2018 : Code
• C-HTS: A Concept-based Hierarchical Text Segmentation approach: 2018 : Code
• Text Segmentation based on Semantic Word Embeddings: 2017 : Code
• Text Segmentation as a Supervised Learning Task : Code
• Topic Segmentation with a Structured Topic Model
• Unsupervised Text Segmentation Using Semantic Relatedness Graphs: 2016
• Hierarchical Text Segmentation from Multi-Scale Lexical Cohesion: after bayes : Code

These MIT guys

• Bayesian Unsupervised Topic Segmentation: 2008 : Code
• Minimum Cut Model for Spoken Lecture Segmentation: 2006
• Making Sense of Sound: Unsupervised Topic Segmentation over Acoustic Input: 2007
• Gestural Cohesion for Topic Segmentation: 2008

Speech Specific Segmentation

• Discriminative Topic Segmentation of Text and Speech: 2010
• Topic segmentation in ASR transcripts using bidirectional rnns for change detection: 2017
• Enhancing lexical cohesion measure with confidence measures, semantic relations and language model interpolation for multimedia spoken content topic segmentation
• Combining Words and Speech Prosody for Automatic Topic Segmentation
• Book: Rajiv Shah Roger Zimmermann Multimodal Analysis of User-Generated Multimedia Content Contains Video Lecture Segmentation Pipeline using Video + Transcript
• Petra Galuščáková: Information retrieval and navigation in audio-visual archives

Coherence

• Learning to Rank Semantic Coherence for Topic Segmentation: 2017
• Text Coherence Analysis Based on Deep Neural Network: 2017
• Sentence Ordering and Coherence Modeling using Recurrent Neural Networks: 2016
• Learning Semantically Coherent and Reusable Kernels in Convolution
• Neural Nets for Sentence Classification: 2016

Cool Stuffs

• http://vis.berkeley.edu/papers/videodigests/ : VideoDigest
• http://ufallab.ms.mff.cuni.cz/~saleh/do/ : VideoSearch
• Optimizing Temporal Topic Segmentation for Intelligent Text Visualization