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Optimization & Theory

6,829 papers (27 classified directly here)

Subtopics

Model Compression (1,785) Optimization (1,664) Efficient Computing (1,579) Theory (1,082) Neural Network Optimization (903) Evaluation (509) Loss Functions (123) Interpretability (105) Stochastic Methods (97) Regularization (77) Generalization (24) Sparse Optimization (7)

Papers per year

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Papers (including subtopics)

xUnit: Learning a Spatial Activation Function for Efficient Image Restoration CVPR 2018
Deformation Aware Image Compression CVPR 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference CVPR 2018
LDMNet: Low Dimensional Manifold Regularized Neural Networks CVPR 2018
CondenseNet: An Efficient DenseNet Using Learned Group Convolutions CVPR 2018
Learning Patch Reconstructability for Accelerating Multi-View Stereo CVPR 2018
What Do Deep Networks Like to See? CVPR 2018
BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning CVPR 2018
A Biresolution Spectral Framework for Product Quantization CVPR 2018
Learning Time/Memory-Efficient Deep Architectures With Budgeted Super Networks CVPR 2018
Link and Code: Fast Indexing With Graphs and Compact Regression Codes CVPR 2018
Trust Your Model: Light Field Depth Estimation With Inline Occlusion Handling CVPR 2018
A Hybrid l1-l0 Layer Decomposition Model for Tone Mapping CVPR 2018
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking CVPR 2018
Efficient Large-Scale Approximate Nearest Neighbor Search on OpenCL FPGA CVPR 2018
Seeing Small Faces From Robust Anchor's Perspective 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
Analyzing Filters Toward Efficient ConvNet CVPR 2018
Low-Latency Video Semantic Segmentation CVPR 2018
MegDet: A Large Mini-Batch Object Detector CVPR 2018
Learning Globally Optimized Object Detector via Policy Gradient CVPR 2018
Statistical Tomography of Microscopic Life CVPR 2018
Divide and Conquer for Full-Resolution Light Field Deblurring CVPR 2018
Dynamic Video Segmentation Network CVPR 2018