SOTAVerified

Quantization

Quantization is a promising technique to reduce the computation cost of neural network training, which can replace high-cost floating-point numbers (e.g., float32) with low-cost fixed-point numbers (e.g., int8/int16).

Source: Adaptive Precision Training: Quantify Back Propagation in Neural Networks with Fixed-point Numbers

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1551–1600 of 4925 papers

TitleStatusHype
Exploiting vulnerabilities of deep neural networks for privacy protectionCode0
Exploring Embedding Methods in Binary Hyperdimensional Computing: A Case Study for Motor-Imagery based Brain-Computer InterfacesCode0
Exploiting the Partly Scratch-off Lottery Ticket for Quantization-Aware TrainingCode0
ExpandNet: A Deep Convolutional Neural Network for High Dynamic Range Expansion from Low Dynamic Range ContentCode0
ACIQ: Analytical Clipping for Integer Quantization of neural networksCode0
Expansion Quantization Network: An Efficient Micro-emotion Annotation and Detection FrameworkCode0
Exact Backpropagation in Binary Weighted Networks with Group Weight TransformationsCode0
CUCL: Codebook for Unsupervised Continual LearningCode0
A Physics-Informed Vector Quantized Autoencoder for Data Compression of Turbulent FlowCode0
Recursive CSI Quantization of Time-Correlated MIMO Channels by Deep Learning ClassificationCode0
Rediscovering Hashed Random Projections for Efficient Quantization of Contextualized Sentence EmbeddingsCode0
EXAQ: Exponent Aware Quantization For LLMs AccelerationCode0
Refining a k-nearest neighbor graph for a computationally efficient spectral clusteringCode0
Refining a -nearest neighbor graph for a computationally efficient spectral clusteringCode0
Explaining Reject Options of Learning Vector Quantization ClassifiersCode0
Evaluating Large Language Models on the Frame and Symbol Grounding Problems: A Zero-shot BenchmarkCode0
Evaluating Quantized Large Language Models for Code Generation on Low-Resource Language BenchmarksCode0
ES-ENAS: Efficient Evolutionary Optimization for Large Hybrid Search SpacesCode0
A Transfer Learning and Explainable Solution to Detect mpox from Smartphones imagesCode0
Estimation and Restoration of Unknown Nonlinear Distortion using DiffusionCode0
Evaluating Single Event Upsets in Deep Neural Networks for Semantic Segmentation: an embedded system perspectiveCode0
Error Correcting Output Codes Improve Probability Estimation and Adversarial Robustness of Deep Neural NetworksCode0
Error Diffusion Halftoning Against Adversarial ExamplesCode0
Equal Bits: Enforcing Equally Distributed Binary Network WeightsCode0
Cross-Modal Discrete Representation Learning—0
Atleus: Accelerating Transformers on the Edge Enabled by 3D Heterogeneous Manycore Architectures—0
Cross-Layer Optimization for Fault-Tolerant Deep Learning—0
Cross-Layer Discrete Concept Discovery for Interpreting Language Models—0
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays—0
AHCPTQ: Accurate and Hardware-Compatible Post-Training Quantization for Segment Anything Model—0
Cross-Dataset Propensity Estimation for Debiasing Recommender Systems—0
Crop Disease Classification using Support Vector Machines with Green Chromatic Coordinate (GCC) and Attention based feature extraction for IoT based Smart Agricultural Applications—0
A Tiny CNN Architecture for Medical Face Mask Detection for Resource-Constrained Endpoints—0
Croesus: Multi-Stage Processing and Transactions for Video-Analytics in Edge-Cloud Systems—0
CREW: Computation Reuse and Efficient Weight Storage for Hardware-accelerated MLPs and RNNs—0
A Gridless Compressive Sensing Based Channel Estimation for Millimeter Wave MIMO OFDM Systems with One-Bit Quantization—0
Achieving Robustness in Blind Modulo Analog-to-Digital Conversion—0
CRB Analysis for Mixed-ADC Based DOA Estimation—0
Athena: Efficient Block-Wise Post-Training Quantization for Large Language Models Using Second-Order Matrix Derivative Information—0
CQ-VAE: Coordinate Quantized VAE for Uncertainty Estimation with Application to Disk Shape Analysis from Lumbar Spine MRI Images—0
ATHEENA: A Toolflow for Hardware Early-Exit Network Automation—0
CPT-V: A Contrastive Approach to Post-Training Quantization of Vision Transformers—0
CPTQuant -- A Novel Mixed Precision Post-Training Quantization Techniques for Large Language Models—0
A Targeted Acceleration and Compression Framework for Low bit Neural Networks—0
A Greedy Bit-flip Training Algorithm for Binarized Knowledge Graph Embeddings—0
Achieving binary weight and activation for LLMs using Post-Training Quantization—0
COVIDLite: A depth-wise separable deep neural network with white balance and CLAHE for detection of COVID-19—0
Covering Numbers for Deep ReLU Networks with Applications to Function Approximation and Nonparametric Regression—0
A System-Level Solution for Low-Power Object Detection—0
Covariance Recovery for One-Bit Sampled Data With Time-Varying Sampling Thresholds-Part I: Stationary Signals—0
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All datasetsImageNetCIFAR-10Wiki-40BAgeDB-30CFP-FPCOCO (Common Objects in Context)IJB-BIJB-CKnowledge-based:LFW

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FQ-ViT (ViT-L)Top-1 Accuracy (%)85.03—Unverified
2FQ-ViT (ViT-B)Top-1 Accuracy (%)83.31—Unverified
3FQ-ViT (Swin-B)Top-1 Accuracy (%)82.97—Unverified
4FQ-ViT (Swin-S)Top-1 Accuracy (%)82.71—Unverified
5FQ-ViT (DeiT-B)Top-1 Accuracy (%)81.2—Unverified
6FQ-ViT (Swin-T)Top-1 Accuracy (%)80.51—Unverified
7FQ-ViT (DeiT-S)Top-1 Accuracy (%)79.17—Unverified
8Xception W8A8Top-1 Accuracy (%)78.97—Unverified
9ADLIK-MO-ResNet50-W4A4Top-1 Accuracy (%)77.88—Unverified
10ADLIK-MO-ResNet50-W3A4Top-1 Accuracy (%)77.34—Unverified
#ModelMetricClaimedVerifiedStatus
13DCNN_VIVA_3MAP160,327.04—Unverified
2DTQMAP0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1OutEffHop-Bert_basePerplexity6.3—Unverified
2OutEffHop-Bert_basePerplexity6.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Accuracy98.13—Unverified
#ModelMetricClaimedVerifiedStatus
1Accuracy92.92—Unverified
#ModelMetricClaimedVerifiedStatus
1SSD ResNet50 V1 FPN 640x640MAP34.3—Unverified
#ModelMetricClaimedVerifiedStatus
1TAR @ FAR=1e-495.13—Unverified
#ModelMetricClaimedVerifiedStatus
1TAR @ FAR=1e-496.38—Unverified
#ModelMetricClaimedVerifiedStatus
13DCNN_VIVA_5All84,809,664—Unverified
#ModelMetricClaimedVerifiedStatus
1Accuracy99.8—Unverified