Handwritten Digit Recognition

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

29 shown of 29 papers with code (107 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.

• LipschitzLR: Using theoretically computed adaptive learning rates for fast convergence
  20 Feb 2019 5 repositories listed
  In this paper, we propose a novel method to compute the learning rate for training deep neural networks with stochastic gradient descent.
• Integrated Gradient Correlation: a Dataset-wise Attribution Method
  22 Apr 2024 2 repositories listed
  Attribution methods are primarily designed to study the distribution of input component contributions to individual model predictions.
• MNIST-MIX: A Multi-language Handwritten Digit Recognition Dataset
  8 Apr 2020 2 repositories listed
  In this letter, we contribute a multi-language handwritten digit recognition dataset named MNIST-MIX, which is the largest dataset of the same type in terms of both languages and data samples.
• Compressing deep neural networks on FPGAs to binary and ternary precision with HLS4ML
  11 Mar 2020 2 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  We discuss the trade-off between model accuracy and resource consumption.
• How Important is Weight Symmetry in Backpropagation?
  17 Oct 2015 2 repositories listed
  Gradient backpropagation (BP) requires symmetric feedforward and feedback connections -- the same weights must be used for forward and backward passes.
• Compact and Efficient Neural Networks for Image Recognition Based on Learned 2D Separable Transform
  10 May 2025 1 repository listed
  The LST based on the idea of sharing the weights of one fullyconnected (FC) layer to process all rows of an image.
• Advancing Multilingual Handwritten Numeral Recognition with Attention-driven Transfer Learning
  18 Mar 2024 1 repository listed
  In this work, we present a robust and cost-effective approach that handles multilingual handwritten numeral recognition across a wide range of languages.
• Generalized Relevance Learning Grassmann Quantization
  14 Mar 2024 1 repository listed
  The proposed model returns a set of prototype subspaces and a relevance vector.
• PolyLUT: Learning Piecewise Polynomials for Ultra-Low Latency FPGA LUT-based Inference
  5 Sep 2023 1 repository listed
  We show that by using polynomial building blocks, we can achieve the same accuracy using considerably fewer layers of soft logic than by using linear functions, leading to significant latency and area improvements.
• A CNN Based Framework for Unistroke Numeral Recognition in Air-Writing
  14 Mar 2023 1 repository listed
  Air-writing refers to virtually writing linguistic characters through hand gestures in three-dimensional space with six degrees of freedom.
• Cloud-Based Deep Learning: End-To-End Full-Stack Handwritten Digit Recognition
  1 Feb 2023 1 repository listed
  Herein, we present Stratus, an end-to-end full-stack deep learning application deployed on the cloud.
• Features extraction and reduction techniques with optimized SVM for Persian/Arabic handwritten digits recognition
  30 May 2022 1 repository listed
  Recognizing handwritten digits is one of the most active research areas in computer vision, as there are a variety of applications, such as automatic identification of digits in bank checks and vehicle numbers.
• Learning the Precise Feature for Cluster Assignment
  11 Jun 2021 1 repository listed
  Based on this, we propose a general-purpose deep clustering framework which radically integrates representation learning and clustering into a single pipeline for the first time.
• Bangla Handwritten Digit Recognition and Generation
  14 Mar 2021 1 repository listed
  Handwritten digit or numeral recognition is one of the classical issues in the area of pattern recognition and has seen tremendous advancement because of the recent wide availability of computing resources.
• Deep Learning with a Classifier System: Initial Results
  1 Mar 2021 1 repository listed
  This article presents the first results from using a learning classifier system capable of performing adaptive computation with deep neural networks.
• Assessing Pattern Recognition Performance of Neuronal Cultures through Accurate Simulation
  18 Dec 2020 1 repository listed
  Previous work has shown that it is possible to train neuronal cultures on Multi-Electrode Arrays (MEAs), to recognize very simple patterns.
• VSQL: Variational Shadow Quantum Learning for Classification
  15 Dec 2020 1 repository listed
  Classification of quantum data is essential for quantum machine learning and near-term quantum technologies.
• A Comparative Analysis on Bangla Handwritten Digit Recognition with Data Augmentation and Non-Augmentation Process
  26 Jun 2020 1 repository listed
  To improve the performance of the Bangla handwritten digit recognition system, we have designed a model, in which all basic Bangla digits have been classified.
• Effective Handwritten Digit Recognition using Deep Convolution Neural Network
  30 Apr 2020 1 repository listed
  This paper proposed a simple neural network approach towards handwritten digit recognition using convolution.
• Lightweight and Unobtrusive Data Obfuscation at IoT Edge for Remote Inference
  20 Dec 2019 1 repository listed
  Executing deep neural networks for inference on the server-class or cloud backend based on data generated at the edge of Internet of Things is desirable due primarily to the limited compute power of edge devices and the…
• BDNet: Bengali Handwritten Numeral Digit Recognition based on Densely connected Convolutional Neural Networks
  10 Jun 2019 1 repository listed
  BDNet is a densely connected deep convolutional neural network model used to classify (recognize) Bengali handwritten numeral digits.
• Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse Coding
  28 Feb 2018 1 repository listed
  We propose an interpretable deep structure namely Frank-Wolfe Network (F-W Net), whose architecture is inspired by unrolling and truncating the Frank-Wolfe algorithm for solving an Lₚ-norm constrained problem with p≥1.
• Incremental and Iterative Learning of Answer Set Programs from Mutually Distinct Examples
  22 Feb 2018 1 repository listed
  This paper is under consideration for acceptance in
• Formal Verification of Piece-Wise Linear Feed-Forward Neural Networks
  3 May 2017 1 repository listed
  We present a specialized verification algorithm that employs this approximation in a search process in which it infers additional node phases for the non-linear nodes in the network from partial node phase assignments,…
• Group Sparse Regularization for Deep Neural Networks
  2 Jul 2016 1 repository listed
  In this paper, we consider the joint task of simultaneously optimizing (i) the weights of a deep neural network, (ii) the number of neurons for each hidden layer, and (iii) the subset of active input features (i.
• Large-scale Artificial Neural Network: MapReduce-based Deep Learning
  9 Oct 2015 1 repository listed
  Faced with continuously increasing scale of data, original back-propagation neural network based machine learning algorithm presents two non-trivial challenges: huge amount of data makes it difficult to maintain both…
• A neuromorphic hardware architecture using the Neural Engineering Framework for pattern recognition
  21 Jul 2015 1 repository listed
  The architecture is not limited to handwriting recognition, but is generally applicable as an extremely fast pattern recognition processor for various kinds of patterns such as speech and images.
• Deep Big Simple Neural Nets Excel on Handwritten Digit Recognition
  1 Mar 2010 1 repository listed
  Good old on-line back-propagation for plain multi-layer perceptrons yields a very low 0.
• Gradient-based learning applied to document recognition
  1 Nov 1998 1 repository listed
  It uses convolutional neural network character recognizers combined with global training techniques to provide record accuracy on business and personal cheques.

Syntology lines on 1 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.