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 101–150 of 1008 papers

TitleStatusHype
High-Fidelity Variable-Rate Image Compression via Invertible Activation TransformationCode1
Deep Lossy Plus Residual Coding for Lossless and Near-lossless Image CompressionCode1
Lossy Image Compression with Quantized Hierarchical VAEsCode1
Convolutional Neural Network (CNN) to reduce construction loss in JPEG compression caused by Discrete Fourier Transform (DFT)Code1
Expanded Adaptive Scaling Normalization for End to End Image CompressionCode1
Optimizing Image Compression via Joint Learning with DenoisingCode1
Neural Distributed Image Compression with Cross-Attention Feature AlignmentCode1
Flexible-Rate Learned Hierarchical Bi-Directional Video Compression With Motion Refinement and Frame-Level Bit AllocationCode1
PO-ELIC: Perception-Oriented Efficient Learned Image CodingCode1
SwinIQA: Learned Swin Distance for Compressed Image Quality AssessmentCode1
FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering DeepfakesCode1
ELIC: Efficient Learned Image Compression with Unevenly Grouped Space-Channel Contextual Adaptive CodingCode1
Unified Multivariate Gaussian Mixture for Efficient Neural Image CompressionCode1
The Devil Is in the Details: Window-based Attention for Image CompressionCode1
Neural Data-Dependent Transform for Learned Image CompressionCode1
Adaptive Cross-Layer Attention for Image RestorationCode1
SADN: Learned Light Field Image Compression with Spatial-Angular DecorrelationCode1
Entroformer: A Transformer-based Entropy Model for Learned Image CompressionCode1
Parallel Neural Local Lossless CompressionCode1
SASIC: Stereo Image Compression With Latent Shifts and Stereo AttentionCode1
Pseudocylindrical Convolutions for Learned Omnidirectional Image CompressionCode1
Towards End-to-End Image Compression and Analysis with TransformersCode1
Boosting Neural Image Compression for Machines Using Latent Space MaskingCode1
LC-FDNet: Learned Lossless Image Compression with Frequency Decomposition NetworkCode1
DPICT: Deep Progressive Image Compression Using Trit-PlanesCode1
Joint Global and Local Hierarchical Priors for Learned Image CompressionCode1
Towards Empirical Sandwich Bounds on the Rate-Distortion FunctionCode1
Quantum pixel representations and compression for N-dimensional imagesCode1
Transformer-based Transform CodingCode1
Towards Flexible Blind JPEG Artifacts RemovalCode1
Unified Signal Compression Using a GAN with Iterative Latent Representation OptimizationCode1
Interpolation variable rate image compressionCode1
Image Compression with Recurrent Neural Network and Generalized Divisive NormalizationCode1
Supervised Compression for Resource-Constrained Edge Computing SystemsCode1
Variable-Rate Deep Image Compression through Spatially-Adaptive Feature TransformCode1
Towards Top-Down Just Noticeable Difference Estimation of Natural ImagesCode1
Enhanced Invertible Encoding for Learned Image CompressionCode1
ANFIC: Image Compression Using Augmented Normalizing FlowsCode1
Neural Distributed Image Compression using Common InformationCode1
Lossy Compression for Lossless PredictionCode1
Deep Homography for Efficient Stereo Image CompressionCode1
Microshift: An Efficient Image Compression Algorithm for HardwareCode1
M2TR: Multi-modal Multi-scale Transformers for Deepfake DetectionCode1
Spatiotemporal Entropy Model is All You Need for Learned Video CompressionCode1
Slimmable Compressive Autoencoders for Practical Neural Image CompressionCode1
Checkerboard Context Model for Efficient Learned Image CompressionCode1
Generating Images with Sparse RepresentationsCode1
COIN: COmpression with Implicit Neural representationsCode1
CLNet: Complex Input Lightweight Neural Network designed for Massive MIMO CSI FeedbackCode1
CompressAI: a PyTorch library and evaluation platform for end-to-end compression researchCode1
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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