Loss Functions

A Margin-based Loss with Synthetic Negative Samples for Continuous-output Machine Translation EMNLP 2019 Beyond BLEU: Training Neural Machine Translation with Semantic Similarity ACL 2019 Class-Balanced Loss Based on Effective Number of Samples CVPR 2019 Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses CVPR 2019 Depth Coefficients for Depth Completion CVPR 2019 Event Cameras, Contrast Maximization and Reward Functions: An Analysis CVPR 2019 Focused Anchors Loss: cost-sensitive learning of discriminative features for imbalanced classification ACML 2019 Focus Is All You Need: Loss Functions for Event-Based Vision CVPR 2019 Generalized Intersection Over Union: A Metric and a Loss for Bounding Box Regression CVPR 2019 Inter-Class Angular Loss for Convolutional Neural Networks AAAI 2019 Learning to Rank for Plausible Plausibility ACL 2019 Multi-Similarity Loss With General Pair Weighting for Deep Metric Learning CVPR 2019 P2SGrad: Refined Gradients for Optimizing Deep Face Models CVPR 2019 Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness Against Adversarial Attack CVPR 2019 Separate Loss for Basic and Compound Facial Expression Recognition in the Wild ACML 2019 Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous Outputs ICLR 2019 When does label smoothing help? NeurIPS 2019 A Hybrid l1-l0 Layer Decomposition Model for Tone Mapping CVPR 2018 CosFace: Large Margin Cosine Loss for Deep Face Recognition CVPR 2018 Mean-Variance Loss for Deep Age Estimation From a Face CVPR 2018 Multi-source transformer with combined losses for automatic post editing EMNLP 2018 Repulsion Loss: Detecting Pedestrians in a Crowd CVPR 2018 Token-level and sequence-level loss smoothing for RNN language models ACL 2018 Wing Loss for Robust Facial Landmark Localisation With Convolutional Neural Networks CVPR 2018 A Comparison of Perceptually Motivated Loss Functions for Binary Mask Estimation in Speech Separation Interspeech 2017