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 1–50 of 1008 papers

TitleStatusHype
Exploring Compressed Image Representation as a Perceptual Proxy: A StudyCode7
Compact 3D Scene Representation via Self-Organizing Gaussian GridsCode3
HAT: Hybrid Attention Transformer for Image RestorationCode3
Learned Image Compression with Dictionary-based Entropy ModelCode2
MambaIC: State Space Models for High-Performance Learned Image CompressionCode2
Compressed Image Generation with Denoising Diffusion Codebook ModelsCode2
Causal Context Adjustment Loss for Learned Image CompressionCode2
PerCo (SD): Open Perceptual CompressionCode2
Image Compression for Machine and Human Vision with Spatial-Frequency AdaptationCode2
Beyond LLaVA-HD: Diving into High-Resolution Large Multimodal ModelsCode2
Once-for-All: Controllable Generative Image Compression with Dynamic Granularity AdaptionCode2
ContextGS: Compact 3D Gaussian Splatting with Anchor Level Context ModelCode2
Towards Extreme Image Compression with Latent Feature Guidance and Diffusion PriorCode2
Fully-fused Multi-Layer Perceptrons on Intel Data Center GPUsCode2
3D Point Cloud Compression with Recurrent Neural Network and Image Compression MethodsCode2
Extreme Video Compression with Pre-trained Diffusion ModelsCode2
Shadowcast: Stealthy Data Poisoning Attacks Against Vision-Language ModelsCode2
Wuerstchen: An Efficient Architecture for Large-Scale Text-to-Image Diffusion ModelsCode2
Learned Image Compression with Mixed Transformer-CNN ArchitecturesCode2
On the detection of synthetic images generated by diffusion modelsCode2
Invertible Rescaling Network and Its ExtensionsCode2
Lossless Image Compression through Super-ResolutionCode2
Mean Deviation Similarity Index: Efficient and Reliable Full-Reference Image Quality EvaluatorCode2
NIC-RobustBench: A Comprehensive Open-Source Toolkit for Neural Image Compression and Robustness AnalysisCode1
DiffO: Single-step Diffusion for Image Compression at Ultra-Low BitratesCode1
OSCAR: One-Step Diffusion Codec for Image Compression Across Multiple Bit-ratesCode1
3DM-WeConvene: Learned Image Compression with 3D Multi-Level Wavelet-Domain Convolution and Entropy ModelCode1
ShiftLIC: Lightweight Learned Image Compression with Spatial-Channel Shift OperationsCode1
Multi-Scale Invertible Neural Network for Wide-Range Variable-Rate Learned Image CompressionCode1
PerCoV2: Improved Ultra-Low Bit-Rate Perceptual Image Compression with Implicit Hierarchical Masked Image ModelingCode1
Towards Lossless Implicit Neural Representation via Bit Plane DecompositionCode1
SQ-GAN: Semantic Image Communications Using Masked Vector QuantizationCode1
All-in-One Image Compression and RestorationCode1
On Disentangled Training for Nonlinear Transform in Learned Image CompressionCode1
Unified Coding for Both Human Perception and Generalized Machine Analytics with CLIP SupervisionCode1
Fitted Neural Lossless Image CompressionCode1
Real-time Identity Defenses against Malicious Personalization of Diffusion ModelsCode1
Is JPEG AI going to change image forensics?Code1
LMM-driven Semantic Image-Text Coding for Ultra Low-bitrate Learned Image CompressionCode1
RDEIC: Accelerating Diffusion-Based Extreme Image Compression with Relay Residual DiffusionCode1
COSMIC: Compress Satellite Images Efficiently via Diffusion CompensationCode1
All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path AggregationCode1
AIM 2024 Challenge on UHD Blind Photo Quality AssessmentCode1
3D-LMVIC: Learning-based Multi-View Image Coding with 3D Gaussian Geometric PriorsCode1
Map-Assisted Remote-Sensing Image Compression at Extremely Low BitratesCode1
Quantization-aware Matrix Factorization for Low Bit Rate Image CompressionCode1
High Frequency Matters: Uncertainty Guided Image Compression with Wavelet DiffusionCode1
Bidirectional Stereo Image Compression with Cross-Dimensional Entropy ModelCode1
PSC: Posterior Sampling-Based CompressionCode1
CMC-Bench: Towards a New Paradigm of Visual Signal CompressionCode1
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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