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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
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
An Efficient Large Recommendation Model: Towards a Resource-Optimal Scaling Law—0
LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal UnderstandingCode2
MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models—0
Generative Map Priors for Collaborative BEV Semantic Segmentation—0
Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding—0
Structurally Consistent MRI Colorization using Cross-modal Fusion Learning—0
SpikeBottleNet: Spike-Driven Feature Compression Architecture for Edge-Cloud Co-Inference—0
Meissonic: Revitalizing Masked Generative Transformers for Efficient High-Resolution Text-to-Image SynthesisCode3
Toward Scalable Image Feature Compression: A Content-Adaptive and Diffusion-Based Approach—0
Distilling Channels for Efficient Deep Tracking—0
Feature Compression for Cloud-Edge Multimodal 3D Object Detection—0
Entropy Loss: An Interpretability Amplifier of 3D Object Detection Network for Intelligent DrivingCode0
Towards unlocking the mystery of adversarial fragility of neural networks—0
Texture-guided Coding for Deep Features—0
I^2VC: A Unified Framework for Intra- & Inter-frame Video CompressionCode1
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