BitQ: Tailoring Block Floating Point Precision for Improved DNN Efficiency on Resource-Constrained Devices Sep 25, 2024 image-classification Image Classification
Code Code Available 15 BiTr-Unet: a CNN-Transformer Combined Network for MRI Brain Tumor Segmentation Sep 25, 2021 Brain Tumor Segmentation BraTS2021
Code Code Available 15 FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification Jun 28, 2022 Contrastive Learning Federated Learning
Code Code Available 15 Defending Against Unforeseen Failure Modes with Latent Adversarial Training Mar 8, 2024 image-classification Image Classification
Code Code Available 15 MaxDropout: Deep Neural Network Regularization Based on Maximum Output Values Jul 27, 2020 image-classification Image Classification
Code Code Available 15 Maximum Classifier Discrepancy for Unsupervised Domain Adaptation Dec 7, 2017 Domain Adaptation image-classification
Code Code Available 15 Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks Dec 30, 2021 CPU image-classification
Code Code Available 15 Denoised Smoothing: A Provable Defense for Pretrained Classifiers Mar 4, 2020 General Classification image-classification
Code Code Available 15 DeiT III: Revenge of the ViT Apr 14, 2022 Data Augmentation image-classification
Code Code Available 15 Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes Nov 29, 2021 Fairness Image Classification
Code Code Available 15 Forward Learning of Graph Neural Networks Mar 16, 2024 Drug Discovery Graph Learning
Code Code Available 15 CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available 15 CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image Classification Jul 12, 2023 image-classification Image Classification
Code Code Available 15 Measuring Robustness to Natural Distribution Shifts in Image Classification Jul 1, 2020 Classification Domain Generalization
Code Code Available 15 Understanding the Role of the Projector in Knowledge Distillation Mar 20, 2023 image-classification Image Classification
Code Code Available 15 Delta-STN: Efficient Bilevel Optimization for Neural Networks using Structured Response Jacobians Oct 26, 2020 Bilevel Optimization Hyperparameter Optimization
Code Code Available 15 FcaNet: Frequency Channel Attention Networks Dec 22, 2020 image-classification Image Classification
Code Code Available 15 CDUL: CLIP-Driven Unsupervised Learning for Multi-Label Image Classification Jul 31, 2023 Classification image-classification
Code Code Available 15 A General Regret Bound of Preconditioned Gradient Method for DNN Training Jan 1, 2023 image-classification Image Classification
Code Code Available 15 Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks Aug 18, 2019 Benchmarking Image Classification
Code Code Available 15 "BNN - BN = ?": Training Binary Neural Networks without Batch Normalization Apr 16, 2021 Image Classification
Code Code Available 15 Grafting Transformer on Automatically Designed Convolutional Neural Network for Hyperspectral Image Classification Oct 21, 2021 Classification Hyperspectral Image Classification
Code Code Available 15 Boosting Active Learning via Improving Test Performance Dec 10, 2021 Active Learning Electron Tomography
Code Code Available 15 Densely Connected Convolutional Networks Aug 25, 2016 Breast Tumour Classification Classification
Code Code Available 15 Dense Contrastive Learning for Self-Supervised Visual Pre-Training Nov 18, 2020 Contrastive Learning image-classification
Code Code Available 15 Boosting Convolutional Neural Networks with Middle Spectrum Grouped Convolution Apr 13, 2023 image-classification Image Classification
Code Code Available 15 FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search Dec 9, 2018 GPU Image Classification
Code Code Available 15 Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification Feb 16, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 15 FCCNs: Fully Complex-valued Convolutional Networks using Complex-valued Color Model and Loss Function Jan 1, 2023 image-classification Image Classification
Code Code Available 15 MetaDelta: A Meta-Learning System for Few-shot Image Classification Feb 22, 2021 Classification Decoder
Code Code Available 15 An Empirical Investigation of Representation Learning for Imitation May 16, 2022 image-classification Image Classification
Code Code Available 15 Fast-SNN: Fast Spiking Neural Network by Converting Quantized ANN May 31, 2023 image-classification Image Classification
Code Code Available 15 An Empirical Investigation of the Role of Pre-training in Lifelong Learning Dec 16, 2021 Continual Learning image-classification
Code Code Available 15 CellMix: A General Instance Relationship based Method for Data Augmentation Towards Pathology Image Classification Jan 27, 2023 Data Augmentation image-classification
Code Code Available 15 Causal Transportability for Visual Recognition Apr 26, 2022 image-classification Image Classification
Code Code Available 15 FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Nov 3, 2021 GPU image-classification
Code Code Available 15 FatNet: High Resolution Kernels for Classification Using Fully Convolutional Optical Neural Networks Oct 30, 2022 GPU Image Classification
Code Code Available 15 FC-KAN: Function Combinations in Kolmogorov-Arnold Networks Sep 3, 2024 Image Classification Kolmogorov-Arnold Networks
Code Code Available 15 A deep active learning system for species identification and counting in camera trap images Oct 22, 2019 Active Learning Decision Making
Code Code Available 15 Detecting AutoAttack Perturbations in the Frequency Domain Nov 16, 2021 image-classification Image Classification
Code Code Available 15 Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification Jul 7, 2021 Classification image-classification
Code Code Available 15 Boosting Multi-Label Image Classification with Complementary Parallel Self-Distillation May 23, 2022 image-classification Image Classification
Code Code Available 15 Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image Classification Aug 1, 2020 Classification General Classification
Code Code Available 15 Hybrid Supervision Learning for Pathology Whole Slide Image Classification Jul 2, 2021 Classification image-classification
Code Code Available 15 MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers May 26, 2022 Image Classification Object Detection
Code Code Available 15 Boosting the Adversarial Transferability of Surrogate Models with Dark Knowledge Jun 16, 2022 Adversarial Attack Face Verification
Code Code Available 15 Category-Prompt Refined Feature Learning for Long-Tailed Multi-Label Image Classification Aug 15, 2024 image-classification Image Classification
Code Code Available 15 Category Query Learning for Human-Object Interaction Classification Mar 24, 2023 Classification Decoder
Code Code Available 15 DetectorGuard: Provably Securing Object Detectors against Localized Patch Hiding Attacks Feb 5, 2021 image-classification Image Classification
Code Code Available 15 Adversarial Training with Fast Gradient Projection Method against Synonym Substitution based Text Attacks Aug 9, 2020 Adversarial Attack Image Classification
Code Code Available 15