Boundary Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

8 leaderboard tables shown for this task, 8 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

14 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 123 papers with code (359 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Holistically-Nested Edge Detection
  24 Apr 2015 17 repositories listed Syntology ran 0 of 13 samples · 13 unverified
  We develop a new edge detection algorithm that tackles two important issues in this long-standing vision problem: (1) holistic image training and prediction; and (2) multi-scale and multi-level feature learning.
• Ridiculously Fast Shot Boundary Detection with Fully Convolutional Neural Networks
  23 May 2017 5 repositories listed
  Shot boundary detection (SBD) is an important component of many video analysis tasks, such as action recognition, video indexing, summarization and editing.
• SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer Videos
  26 Nov 2020 4 repositories listed
  In this work, we propose SoccerNet-v2, a novel large-scale corpus of manual annotations for the SoccerNet video dataset, along with open challenges to encourage more research in soccer understanding and broadcast…
• TransNet V2: An effective deep network architecture for fast shot transition detection
  11 Aug 2020 4 repositories listed Syntology ran 0 of 15 samples · 15 unverified
  Although automatic shot transition detection approaches are already investigated for more than two decades, an effective universal human-level model was not proposed yet.
• Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection
  4 Sep 2019 4 repositories listed Syntology ran 1 of 19 samples · 18 unverified
  This dataset has been used for training the proposed approach as well the state-of-the-art algorithms for comparisons.
• TransNet: A deep network for fast detection of common shot transitions
  8 Jun 2019 4 repositories listed
  Shot boundary detection (SBD) is an important first step in many video processing applications.
• Large-scale, Fast and Accurate Shot Boundary Detection through Spatio-temporal Convolutional Neural Networks
  9 May 2017 4 repositories listed
  Since current datasets are not large enough to train an accurate SBD CNN, we present a new dataset containing more than 3.
• Deeply supervised salient object detection with short connections
  15 Nov 2016 4 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Recent progress on saliency detection is substantial, benefiting mostly from the explosive development of Convolutional Neural Networks (CNNs).
• Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary Detection
  9 Dec 2021 3 repositories listed
  Generic event boundary detection is an important yet challenging task in video understanding, which aims at detecting the moments where humans naturally perceive event boundaries.
• Boundary Loss for Remote Sensing Imagery Semantic Segmentation
  20 May 2019 3 repositories listed
  Convolutional neural networks are powerful visual models that yield hierarchies of features and practitioners widely use them to process remote sensing data.
• Photo-Sketching: Inferring Contour Drawings from Images
  2 Jan 2019 3 repositories listed
  Edges, boundaries and contours are important subjects of study in both computer graphics and computer vision.
• Deep Voice: Real-time Neural Text-to-Speech
  25 Feb 2017 3 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  We present Deep Voice, a production-quality text-to-speech system constructed entirely from deep neural networks.
• Flood-Filling Networks
  1 Nov 2016 3 repositories listed
  State-of-the-art image segmentation algorithms generally consist of at least two successive and distinct computations: a boundary detection process that uses local image information to classify image locations as…
• Self-Similarity-Based and Novelty-based loss for music structure analysis
  5 Sep 2023 2 repositories listed
  Music Structure Analysis (MSA) is the task aiming at identifying musical segments that compose a music track and possibly label them based on their similarity.
• Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP Pipelines
  24 Aug 2023 2 repositories listed
  This paper presents a set of industrial-grade text processing models for Hungarian that achieve near state-of-the-art performance while balancing resource efficiency and accuracy.
• Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in Education
  23 Jul 2023 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  Then we proposed a two-step approach where we (1) separated AI-generated content from human-written content during the encoder training process; and (2) calculated the distances between every two adjacent prototypes and…
• Transformer and CNN Hybrid Deep Neural Network for Semantic Segmentation of Very-High-Resolution Remote Sensing Imagery
  19 Jan 2022 2 repositories listed
  Extensive ablation experiments were conducted on the International Society for Photogrammetry and Remote Sensing (ISPRS) Vaihingen and Potsdam benchmarks to test the effectiveness of multiple components of the network.
• An Underwater Image Semantic Segmentation Method Focusing on Boundaries and a Real Underwater Scene Semantic Segmentation Dataset
  26 Aug 2021 2 repositories listed
  Based on this dataset, we propose a semi-supervised underwater semantic segmentation network focusing on the boundaries(US-Net: Underwater Segmentation Network).
• Weakly Supervised Named Entity Tagging with Learnable Logical Rules
  5 Jul 2021 2 repositories listed
  We study the problem of building entity tagging systems by using a few rules as weak supervision.
• Visual Saliency Transformer
  25 Apr 2021 2 repositories listed Syntology ran 7 of 11 samples · 4 unverified · 11 pointer-only (licence)
  We also develop a token-based multi-task decoder to simultaneously perform saliency and boundary detection by introducing task-related tokens and a novel patch-task-attention mechanism.
• Generic Event Boundary Detection: A Benchmark for Event Segmentation
  26 Jan 2021 2 repositories listed
  This paper presents a novel task together with a new benchmark for detecting generic, taxonomy-free event boundaries that segment a whole video into chunks.
• Music Boundary Detection using Convolutional Neural Networks: A comparative analysis of combined input features
  17 Aug 2020 2 repositories listed
  The objective of this work is to establish a general method of pre-processing these inputs by comparing the inputs calculated from different pooling strategies, distance metrics and audio characteristics, also taking…
• Self-Supervised Contrastive Learning for Unsupervised Phoneme Segmentation
  27 Jul 2020 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Results suggest that our approach surpasses the baseline models and reaches state-of-the-art performance on both data sets.
• WPU-Net: Boundary Learning by Using Weighted Propagation in Convolution Network
  22 May 2019 2 repositories listed
  In this work, we propose WPU-net that redesigns the architecture and weighted loss of U-Net, which forces the network to integrate information from adjacent slices and pays more attention to the topology in boundary…
• Recurrent Pixel Embedding for Instance Grouping
  22 Dec 2017 2 repositories listed
  We introduce a differentiable, end-to-end trainable framework for solving pixel-level grouping problems such as instance segmentation consisting of two novel components.
• Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks
  17 Jan 2017 2 repositories listed
  We present Convolutional Oriented Boundaries (COB), which produces multiscale oriented contours and region hierarchies starting from generic image classification Convolutional Neural Networks (CNNs).
• Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary Detection
  20 Aug 2015 2 repositories listed
  Efforts to automate the reconstruction of neural circuits from 3D electron microscopic (EM) brain images are critical for the field of connectomics.
• A Semantic Change Detection Network Based on Boundary Detection and Task Interaction for High-Resolution Remote Sensing Images
  26 May 2025 1 repository listed
  In BT-SCD, the boundary detection (BD) task is introduced to enhance the correlation between the SS task and the CD task in SCD, thereby promoting positive reinforcement between SS and CD tasks.
• Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation
  6 May 2025 1 repository listed
  Medical image segmentation is a pivotal task within the realms of medical image analysis and computer vision.
• Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal Prompting
  7 Apr 2025 1 repository listed Syntology ran 5 of 13 samples · 8 unverified
  We present CAT-V (Caption AnyThing in Video), a training-free framework for fine-grained object-centric video captioning that enables detailed descriptions of user-selected objects through time.

Syntology lines on 9 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.