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

Showing 48014850 of 4925 papers

TitleStatusHype
Learning A Deep _ Encoder for Hashing0
A New Learning Method for Inference Accuracy, Core Occupation, and Performance Co-optimization on TrueNorth Chip0
Vector Quantization for Machine Vision0
Scalable Image Retrieval by Sparse Product Quantization0
Correlation Hashing Network for Efficient Cross-Modal Retrieval0
2-Bit Random Projections, NonLinear Estimators, and Approximate Near Neighbor Search0
Recommender systems inspired by the structure of quantum theory0
Incremental Spectral Sparsification for Large-Scale Graph-Based Semi-Supervised Learning0
Group Invariant Deep Representations for Image Instance Retrieval0
Quality Adaptive Low-Rank Based JPEG Decoding with Applications0
Dimensionality-Dependent Generalization Bounds for k-Dimensional Coding Schemes0
A Latent-Variable Lattice Model0
Transformed Residual Quantization for Approximate Nearest Neighbor Search0
Fixed-Point Performance Analysis of Recurrent Neural Networks0
An NMF Perspective on Binary Hashing0
Alternating Co-Quantization for Cross-Modal Hashing0
Fast Orthogonal Projection Based on Kronecker Product0
Adaptive Dither Voting for Robust Spatial Verification0
Web-Scale Image Clustering RevisitedCode0
Hyperpoints and Fine Vocabularies for Large-Scale Location Recognition0
PQTable: Fast Exact Asymmetric Distance Neighbor Search for Product Quantization Using Hash Tables0
b-bit Marginal Regression0
Resiliency of Deep Neural Networks under Quantization0
Fixed Point Quantization of Deep Convolutional Networks0
Information Extraction Under Privacy Constraints0
Sketch-based Manga Retrieval using Manga109 Dataset0
A Picture is Worth a Billion Bits: Real-Time Image Reconstruction from Dense Binary Pixels0
Local Higher-Order Statistics (LHS) describing images with statistics of local non-binarized pixel patterns0
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman CodingCode0
Compression of Deep Neural Networks on the Fly0
Mapping Generative Models onto a Network of Digital Spiking Neurons0
A review of learning vector quantization classifiers0
On Large-Scale Retrieval: Binary or n-ary Coding?0
HCLAE: High Capacity Locally Aggregating Encodings for Approximate Nearest Neighbor Search0
Accelerated Distance Computation with Encoding Tree for High Dimensional Data0
Improved Residual Vector Quantization for High-dimensional Approximate Nearest Neighbor Search0
Quantization based Fast Inner Product Search0
Indexing of CNN Features for Large Scale Image Search0
A Deep Hashing Learning Network0
Learning Better Encoding for Approximate Nearest Neighbor Search with Dictionary Annealing0
PKLot-A robust dataset for parking lot classification0
An Improved BKW Algorithm for LWE with Applications to Cryptography and Lattices0
Bilinear Random Projections for Locality-Sensitive Binary Codes0
Data-Driven Sparsity-Based Restoration of JPEG-Compressed Images in Dual Transform-Pixel Domain0
Embedded Phase Shifting: Robust Phase Shifting With Embedded Signals0
Data-Driven Depth Map Refinement via Multi-Scale Sparse Representation0
Sparse Composite Quantization0
Exact Bias Correction and Covariance Estimation for Stereo Vision0
Tree Quantization for Large-Scale Similarity Search and Classification0
Pinball Loss Minimization for One-bit Compressive Sensing: Convex Models and Algorithms0
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Benchmark Results

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