SOTAVerified

Computational Efficiency

Methods and optimizations to reduce the computational resources (e.g., time, memory, or power) needed for training and inference in models. This involves techniques that streamline processing, optimize algorithms, or leverage hardware to enhance performance without compromising accuracy.

Papers

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Showing 4151–4175 of 4891 papers

TitleStatusHype
Efficient Scale Estimation Methods using Lightweight Deep Convolutional Neural Networks for Visual Tracking—0
Semantic Segmentation of Underwater Imagery: Dataset and BenchmarkCode1
MUXConv: Information Multiplexing in Convolutional Neural NetworksCode1
Genetic Algorithmic Parameter Optimisation of a Recurrent Spiking Neural Network Model—0
Deep reinforcement learning for large-scale epidemic controlCode1
Coping With Simulators That Don't Always ReturnCode0
Multi-target regression via output space quantization—0
Statistically Guided Divide-and-Conquer for Sparse Factorization of Large Matrix—0
Gated Texture CNN for Efficient and Configurable Image DenoisingCode0
On the Radiality Constraints for Distribution System Restoration and Reconfiguration Problems—0
Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural NetworksCode1
A High-Performance Object Proposals based on Horizontal High Frequency Signal—0
SDVTracker: Real-Time Multi-Sensor Association and Tracking for Self-Driving Vehicles—0
Texture Superpixel Clustering from Patch-based Nearest Neighbor Matching—0
Robust, Occlusion-aware Pose Estimation for Objects Grasped by Adaptive HandsCode1
Energy-efficient and Robust Cumulative Training with Net2Net Transformation—0
Learning Directly from Grammar Compressed TextCode0
A Neuromorphic Proto-Object Based Dynamic Visual Saliency Model with an FPGA Implementation—0
Solving ODE with Universal Flows: Approximation Theory for Flow-Based Models—0
TxSim:Modeling Training of Deep Neural Networks on Resistive Crossbar Systems—0
Multi-frequency calibration for DOA estimation with distributed sensors—0
Complete Dictionary Learning via _p-norm MaximizationCode1
Multi-objective beetle antennae search algorithm—0
Improving STDP-based Visual Feature Learning with Whitening—0
Asymptotic Linearity of Consumption Functions and Computational Efficiency—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified