SOTAVerified

Image Compression

Image Compression is an application of data compression for digital images to lower their storage and/or transmission requirements.

Source: Variable Rate Deep Image Compression With a Conditional Autoencoder

Papers

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Showing 51–75 of 1008 papers

TitleStatusHype
COIN: COmpression with Implicit Neural representationsCode1
Context-Based Trit-Plane Coding for Progressive Image CompressionCode1
Controlling Rate, Distortion, and Realism: Towards a Single Comprehensive Neural Image Compression ModelCode1
Convolutional Neural Network (CNN) to reduce construction loss in JPEG compression caused by Discrete Fourier Transform (DFT)Code1
Fitted Neural Lossless Image CompressionCode1
Neural Distributed Image Compression using Common InformationCode1
Deep Homography for Efficient Stereo Image CompressionCode1
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image RestorationCode1
Deep Image Semantic Communication Model for Artificial Intelligent Internet of ThingsCode1
Deep Lossy Plus Residual Coding for Lossless and Near-lossless Image CompressionCode1
Asymmetric Gained Deep Image Compression With Continuous Rate AdaptationCode1
ELIC: Efficient Learned Image Compression with Unevenly Grouped Space-Channel Contextual Adaptive CodingCode1
End-to-end Optimized Image CompressionCode1
Efficient Visual Computing with Camera RAW SnapshotsCode1
Boosting Neural Image Compression for Machines Using Latent Space MaskingCode1
EGIC: Enhanced Low-Bit-Rate Generative Image Compression Guided by Semantic SegmentationCode1
Enhanced Invertible Encoding for Learned Image CompressionCode1
Bidirectional Stereo Image Compression with Cross-Dimensional Entropy ModelCode1
DPICT: Deep Progressive Image Compression Using Trit-PlanesCode1
ANFIC: Image Compression Using Augmented Normalizing FlowsCode1
An Improved Upper Bound on the Rate-Distortion Function of ImagesCode1
3DM-WeConvene: Learned Image Compression with 3D Multi-Level Wavelet-Domain Convolution and Entropy ModelCode1
Channel-Level Variable Quantization Network for Deep Image CompressionCode1
Efficient Nonlinear Transforms for Lossy Image CompressionCode1
Beyond Learned Metadata-based Raw Image ReconstructionCode1
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All datasetskodakImageNet32BSDS500Caltech101Cars-196CIFAR-10FER2013Food-101Oxford-IIIT Pet DatasetPCamSTL-10

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STFBD-Rate over VTM-17.0-2.48—Unverified
2WACNNBD-Rate over VTM-17.0-2.95—Unverified
3ELICBD-Rate over VTM-17.0-5.95—Unverified
4MLICBD-Rate over VTM-17.0-8.05—Unverified
5SegPICBD-Rate over VTM-17.0-8.18—Unverified
6LIC-TCM LargeBD-Rate over VTM-17.0-10.14—Unverified
7MLIC+BD-Rate over VTM-17.0-11.39—Unverified
8MLIC++BD-Rate over VTM-17.0-13.39—Unverified
#ModelMetricClaimedVerifiedStatus
1PNGbpsp6.42—Unverified
2JPEG2000bpsp6.35—Unverified
3L3Cbpsp4.76—Unverified
4MS-PixelCNNbpsp3.95—Unverified
5iFlowbpsp3.88—Unverified
#ModelMetricClaimedVerifiedStatus
1RK-CCSNetAverage PSNR30.51—Unverified
#ModelMetricClaimedVerifiedStatus
1Lossyless CompressorBit rate1,340—Unverified
#ModelMetricClaimedVerifiedStatus
1Lossyless CompressorBit rate1,470—Unverified
#ModelMetricClaimedVerifiedStatus
1Lossyless CompressorBit rate1,410—Unverified
#ModelMetricClaimedVerifiedStatus
1SUDHEER10%1—Unverified
#ModelMetricClaimedVerifiedStatus
1Lossyless CompressorBit rate1,270—Unverified
#ModelMetricClaimedVerifiedStatus
1Lossyless CompressorBit rate1,210—Unverified
#ModelMetricClaimedVerifiedStatus
1Lossyless CompressorBit rate1,490—Unverified
#ModelMetricClaimedVerifiedStatus
1Lossyless CompressorBit rate1,340—Unverified