Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

SegSemPuzzle: Solving Jigsaw Puzzles with Semantic Segmentation

View through CrossRef
The traditional Jigsaw Puzzle is a challenging task performed by humans, mainly due to its hardness and proven to be a NP-Complete problem. Even so, recent efforts show better performance in this task using different methods involving complex computer vision and machine learning techniques. In this sense, this paper proposes new approaches based on the semantic segmentation (SS) task to solve jigsaw puzzles (visual puzzles) in reduced training scenario. To the best of our knowledge, this is the first work in the literature that uses SS for the target application. In the performed experiments, it was possible to demonstrate that SegSemPuzzle and SegSemPuzzle-G obtained excellent results when compared with other approaches existing in literature for 3 × 3 puzzle solving tasks.
Title: SegSemPuzzle: Solving Jigsaw Puzzles with Semantic Segmentation
Description:
The traditional Jigsaw Puzzle is a challenging task performed by humans, mainly due to its hardness and proven to be a NP-Complete problem.
Even so, recent efforts show better performance in this task using different methods involving complex computer vision and machine learning techniques.
In this sense, this paper proposes new approaches based on the semantic segmentation (SS) task to solve jigsaw puzzles (visual puzzles) in reduced training scenario.
To the best of our knowledge, this is the first work in the literature that uses SS for the target application.
In the performed experiments, it was possible to demonstrate that SegSemPuzzle and SegSemPuzzle-G obtained excellent results when compared with other approaches existing in literature for 3 × 3 puzzle solving tasks.

Related Results

Using the Jigsaw Technique to Improve English Speaking Skills for Freshmen
Using the Jigsaw Technique to Improve English Speaking Skills for Freshmen
Although speaking English fluently is a necessary skill for students, many English majors and non-majors at universities in Vietnam struggle with it. Jigsaw is an active form of co...
A Semantic Orthogonal Mapping Method Through Deep-Learning for Semantic Computing
A Semantic Orthogonal Mapping Method Through Deep-Learning for Semantic Computing
In order to realize an artificial intelligent system, a basic mechanism should be provided for expressing and processing the semantic. We have presented semantic computing models i...
AI‐enabled precise brain tumor segmentation by integrating Refinenet and contour‐constrained features in MRI images
AI‐enabled precise brain tumor segmentation by integrating Refinenet and contour‐constrained features in MRI images
AbstractBackgroundMedical image segmentation is a fundamental task in medical image analysis and has been widely applied in multiple medical fields. The latest transformer‐based de...
Multiple surface segmentation using novel deep learning and graph based methods
Multiple surface segmentation using novel deep learning and graph based methods
<p>The task of automatically segmenting 3-D surfaces representing object boundaries is important in quantitative analysis of volumetric images, which plays a vital role in nu...
Analisis Kebutuhan Modul Matematika untuk Meningkatkan Kemampuan Pemecahan Masalah Siswa SMP N 4 Batang
Analisis Kebutuhan Modul Matematika untuk Meningkatkan Kemampuan Pemecahan Masalah Siswa SMP N 4 Batang
Pemecahan masalah merupakan suatu usaha untuk menyelesaikan masalah matematika menggunakan pemahaman yang telah dimilikinya. Siswa yang mempunyai kemampuan pemecahan masalah rendah...
Detail Guided Multilateral Segmentation Network for Real-Time Semantic Segmentation
Detail Guided Multilateral Segmentation Network for Real-Time Semantic Segmentation
With the development of unmanned vehicles and other technologies, the technical demand for scene semantic segmentation is more and more intense. Semantic segmentation requires not ...
Jigsaw Method of Interactive Teaching to Unpuzzle Neuroanatomy
Jigsaw Method of Interactive Teaching to Unpuzzle Neuroanatomy
Introduction: Student driven interactive methods of teaching are a major part of andragogy, which drives them to professional competency. Jigsaw method is one such interactive teac...
PENERAPAN METODE JIGSAW DAN RESITASI DALAM MENINGKATKAN MOTIVASI BELAJAR SISWA SMP SWASTA TEUKU UMAR MEDAN AREA
PENERAPAN METODE JIGSAW DAN RESITASI DALAM MENINGKATKAN MOTIVASI BELAJAR SISWA SMP SWASTA TEUKU UMAR MEDAN AREA
Permasalahan dalam penelitian ini adalah bagaimanakah penerapan metode pembelajaran jigsaw di SMP Swasta Teuku Umar Medan Area. Bagaimanakah penerapan metode pembelajaran resitasi ...

Back to Top