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Feature Compression

Compress data for machine interpretability to perform downstream tasks, rather than for human perception.

Papers

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Showing 1–25 of 96 papers

TitleStatusHype
Meissonic: Revitalizing Masked Generative Transformers for Efficient High-Resolution Text-to-Image SynthesisCode3
LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal UnderstandingCode2
EMIFF: Enhanced Multi-scale Image Feature Fusion for Vehicle-Infrastructure Cooperative 3D Object DetectionCode2
WidthFormer: Toward Efficient Transformer-based BEV View TransformationCode2
Video in 10 Bits: Few-Bit VideoQA for Efficiency and PrivacyCode2
I^2VC: A Unified Framework for Intra- & Inter-frame Video CompressionCode1
Vector Quantization for Recommender Systems: A Review and OutlookCode1
FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature CompressionCode1
Learning to Manipulate Artistic ImagesCode1
VIMI: Vehicle-Infrastructure Multi-view Intermediate Fusion for Camera-based 3D Object DetectionCode1
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge ComputingCode1
Compressing Features for Learning with Noisy LabelsCode1
Multi-Agent Collaborative Inference via DNN Decoupling: Intermediate Feature Compression and Edge LearningCode1
Supervised Compression for Resource-Constrained Edge Computing SystemsCode1
Lossy Compression for Lossless PredictionCode1
Cross-architecture universal feature coding via distribution alignment—0
Enhancing Drug Discovery: Autoencoder-Based Latent Space Augmentation for Improved Molecular Solubility Prediction using LatMixSol—0
SEMFED: Semantic-Aware Resource-Efficient Federated Learning for Heterogeneous NLP Tasks—0
UCS: A Universal Model for Curvilinear Structure Segmentation—0
TransVFC: A Transformable Video Feature Compression Framework for MachinesCode0
Selective Complementary Feature Fusion and Modal Feature Compression Interaction for Brain Tumor SegmentationCode0
Task-Oriented Feature Compression for Multimodal Understanding via Device-Edge Co-Inference—0
Dual-Domain Homogeneous Fusion with Cross-Modal Mamba and Progressive Decoder for 3D Object Detection—0
Hierarchical Semantic Compression for Consistent Image Semantic Restoration—0
Stereo Image Coding for Machines with Joint Visual Feature Compression—0
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