| EcoFormer: Energy-Saving Attention with Linear Complexity | Sep 19, 2022 | Binarization | CodeCode Available | 1 |
| Towards Accurate Binary Neural Networks via Modeling Contextual Dependencies | Sep 3, 2022 | BinarizationInductive Bias | CodeCode Available | 1 |
| Divide and Conquer: 3D Point Cloud Instance Segmentation With Point-Wise Binarization | Jul 22, 2022 | 3D Instance Segmentation3D Object Detection | CodeCode Available | 1 |
| Network Binarization via Contrastive Learning | Jul 6, 2022 | BinarizationContrastive Learning | CodeCode Available | 1 |
| BiT: Robustly Binarized Multi-distilled Transformer | May 25, 2022 | Binarization | CodeCode Available | 1 |
| TorMentor: Deterministic dynamic-path, data augmentations with fractals | Apr 7, 2022 | Activity Recognition In VideosBinarization | CodeCode Available | 1 |
| Tooth Instance Segmentation on Panoramic Dental Radiographs Using U-Nets and Morphological Processing | Mar 31, 2022 | BinarizationInstance Segmentation | CodeCode Available | 1 |
| BiBERT: Accurate Fully Binarized BERT | Mar 12, 2022 | Binarization | CodeCode Available | 1 |
| BiFSMN: Binary Neural Network for Keyword Spotting | Feb 14, 2022 | BinarizationKeyword Spotting | CodeCode Available | 1 |
| DocEnTr: An End-to-End Document Image Enhancement Transformer | Jan 25, 2022 | BinarizationDecoder | CodeCode Available | 1 |
| HHF: Hashing-guided Hinge Function for Deep Hashing Retrieval | Dec 4, 2021 | BinarizationDeep Hashing | CodeCode Available | 1 |
| PokeBNN: A Binary Pursuit of Lightweight Accuracy | Nov 30, 2021 | Binarization | CodeCode Available | 1 |
| Communication-Efficient Federated Learning with Binary Neural Networks | Oct 5, 2021 | BinarizationFederated Learning | CodeCode Available | 1 |
| SomnNET: An SpO2 Based Deep Learning Network for Sleep Apnea Detection in Smartwatches | Aug 25, 2021 | BinarizationSleep apnea detection | CodeCode Available | 1 |
| N-ary Constituent Tree Parsing with Recursive Semi-Markov Model | Jul 26, 2021 | BinarizationConstituency Parsing | CodeCode Available | 1 |
| SauvolaNet: Learning Adaptive Sauvola Network for Degraded Document Binarization | May 12, 2021 | Binarization | CodeCode Available | 1 |
| A 1D-CNN Based Deep Learning Technique for Sleep Apnea Detection in IoT Sensors | May 2, 2021 | BinarizationSensitivity | CodeCode Available | 1 |
| Binarized Aggregated Network with Quantization: Flexible Deep Learning Deployment for CSI Feedback in Massive MIMO System | May 1, 2021 | BinarizationQuantization | CodeCode Available | 1 |
| Training Multi-bit Quantized and Binarized Networks with A Learnable Symmetric Quantizer | Apr 1, 2021 | BinarizationQuantization | CodeCode Available | 1 |
| ReCU: Reviving the Dead Weights in Binary Neural Networks | Mar 23, 2021 | BinarizationQuantization | CodeCode Available | 1 |
| SiMaN: Sign-to-Magnitude Network Binarization | Feb 16, 2021 | Binarization | CodeCode Available | 1 |
| Binary Graph Neural Networks | Dec 31, 2020 | BinarizationGraph Neural Network | CodeCode Available | 1 |
| FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations | Dec 22, 2020 | Binarizationimage-classification | CodeCode Available | 1 |
| Learning Independent Instance Maps for Crowd Localization | Dec 8, 2020 | BinarizationSegmentation | CodeCode Available | 1 |
| Binary Neural Network Aided CSI Feedback in Massive MIMO System | Nov 5, 2020 | Binarization | CodeCode Available | 1 |
| Two-stage generative adversarial networks for document image binarization with color noise and background removal | Oct 20, 2020 | BinarizationDecoder | CodeCode Available | 1 |
| DE-GAN: A Conditional Generative Adversarial Network for Document Enhancement | Oct 17, 2020 | BinarizationDeblurring | CodeCode Available | 1 |
| Bi-GCN: Binary Graph Convolutional Network | Oct 15, 2020 | BinarizationGraph Representation Learning | CodeCode Available | 1 |
| BiPointNet: Binary Neural Network for Point Clouds | Oct 12, 2020 | Binarization | CodeCode Available | 1 |
| Training Binary Neural Networks through Learning with Noisy Supervision | Oct 10, 2020 | Binarization | CodeCode Available | 1 |
| High-Capacity Expert Binary Networks | Oct 7, 2020 | BinarizationClassification with Binary Neural Network | CodeCode Available | 1 |
| Rotated Binary Neural Network | Sep 28, 2020 | BinarizationQuantization | CodeCode Available | 1 |
| Unconstrained Text Detection in Manga: a New Dataset and Baseline | Sep 9, 2020 | BinarizationText Detection | CodeCode Available | 1 |
| A Generalization of Otsu’s Method and Minimum Error Thresholding | Aug 1, 2020 | Binarization | CodeCode Available | 1 |
| A Generalization of Otsu's Method and Minimum Error Thresholding | Jul 14, 2020 | Binarization | CodeCode Available | 1 |
| Efficient Neural Network Deployment for Microcontroller | Jul 2, 2020 | BinarizationEdge-computing | CodeCode Available | 1 |
| Defending and Harnessing the Bit-Flip Based Adversarial Weight Attack | Jun 1, 2020 | Adversarial AttackBinarization | CodeCode Available | 1 |
| Training Binary Neural Networks with Real-to-Binary Convolutions | Mar 25, 2020 | BinarizationClassification with Binary Neural Network | CodeCode Available | 1 |
| BiDet: An Efficient Binarized Object Detector | Mar 9, 2020 | BinarizationObject | CodeCode Available | 1 |
| Exploring the Connection Between Binary and Spiking Neural Networks | Feb 24, 2020 | BinarizationQuantization | CodeCode Available | 1 |
| Transparent Classification with Multilayer Logical Perceptrons and Random Binarization | Dec 10, 2019 | BinarizationClassification | CodeCode Available | 1 |
| LUTNet: Learning FPGA Configurations for Highly Efficient Neural Network Inference | Oct 24, 2019 | BinarizationEfficient Neural Network | CodeCode Available | 1 |
| XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks | Mar 16, 2016 | BinarizationClassification with Binary Neural Network | CodeCode Available | 1 |
| A Sample Efficient Conditional Independence Test in the Presence of Discretization | Jun 10, 2025 | Binarization | CodeCode Available | 0 |
| Highly Efficient and Effective LLMs with Multi-Boolean Architectures | May 28, 2025 | BinarizationQuantization | —Unverified | 0 |
| Addition is almost all you need: Compressing neural networks with double binary factorization | May 16, 2025 | AllBinarization | CodeCode Available | 0 |
| Expanding-and-Shrinking Binary Neural Networks | Mar 31, 2025 | Binarizationimage-classification | CodeCode Available | 0 |
| Partial differential equation system for binarization of degraded document images | Mar 11, 2025 | Binarization | —Unverified | 0 |
| 10K is Enough: An Ultra-Lightweight Binarized Network for Infrared Small-Target Detection | Mar 4, 2025 | BinarizationModel Compression | —Unverified | 0 |
| Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism | Feb 20, 2025 | Binarization | CodeCode Available | 0 |