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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
Video in 10 Bits: Few-Bit VideoQA for Efficiency and PrivacyCode2
EMIFF: Enhanced Multi-scale Image Feature Fusion for Vehicle-Infrastructure Cooperative 3D Object DetectionCode2
WidthFormer: Toward Efficient Transformer-based BEV View TransformationCode2
LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal UnderstandingCode2
Compressing Features for Learning with Noisy LabelsCode1
FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature CompressionCode1
Multi-Agent Collaborative Inference via DNN Decoupling: Intermediate Feature Compression and Edge LearningCode1
I^2VC: A Unified Framework for Intra- & Inter-frame Video CompressionCode1
Learning to Manipulate Artistic ImagesCode1
VIMI: Vehicle-Infrastructure Multi-view Intermediate Fusion for Camera-based 3D Object DetectionCode1
Vector Quantization for Recommender Systems: A Review and OutlookCode1
Lossy Compression for Lossless PredictionCode1
Supervised Compression for Resource-Constrained Edge Computing SystemsCode1
FrankenSplit: Efficient Neural Feature Compression with Shallow Variational Bottleneck Injection for Mobile Edge ComputingCode1
SGCN: Exploiting Compressed-Sparse Features in Deep Graph Convolutional Network AcceleratorsCode0
SC2 Benchmark: Supervised Compression for Split ComputingCode0
BottleNet++: An End-to-End Approach for Feature Compression in Device-Edge Co-Inference SystemsCode0
Selective Complementary Feature Fusion and Modal Feature Compression Interaction for Brain Tumor SegmentationCode0
TransVFC: A Transformable Video Feature Compression Framework for MachinesCode0
Flexible Variable-Rate Image Feature Compression for Edge-Cloud SystemsCode0
Supervised Feature Compression based on Counterfactual AnalysisCode0
Efficient Feature Compression for Edge-Cloud SystemsCode0
End-to-end Feature Selection Approach for Learning Skinny TreesCode0
Context-aware Deep Feature Compression for High-speed Visual TrackingCode0
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