Robust Collaborative Discriminative Learning for RGB-Infrared Tracking
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Summary
A novel and optimal discriminative learning framework for multi-modality tracking that is able to jointly eliminate outlier samples caused by large variations and learn discriminability-consistent features from heterogeneous modalities, and collaboratively perform modality reliability measurement and target-background separation.
- Type
- article
- Published
- 2018-04-27
- Cited by
- 75
- References
- 42
- Access
- Open access
- OpenAlex
- https://openalex.org/W2789137832
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:19112106
Keywords
Artificial intelligence, Discriminative model, Modality (human–computer interaction), Computer science, Computer vision
References
- Linear Programming Boosting via Column Generation
- Jointly Learning Heterogeneous Features for RGB-D Activity Recognition
- Joint Sparse Representation and Robust Feature-Level Fusion for Multi-Cue Visual Tracking
- Reliable Patch Trackers: Robust visual tracking by exploiting reliable patches
- Thermo-visual feature fusion for object tracking using multiple spatiogram trackers
- Partially Shared Latent Factor Learning With Multiview Data
- Multi-cue based tracking
- Fusion tracking in color and infrared images using joint sparse representation
- Robust visual tracking based on online learning sparse representation
- Adaptive Color Attributes for Real-Time Visual Tracking
- Ranking Optimization for Person Re-identification via Similarity and Dissimilarity
- Robust Visual Tracking Using Structurally Random Projection and Weighted Least Squares
- Robust Superpixel Tracking via Depth Fusion
- Multi-cue Visual Tracking Using Robust Feature-Level Fusion Based on Joint Sparse Representation
- Multiple source data fusion via sparse representation for robust visual tracking
- Robust Object Tracking with Online Multiple Instance Learning
- Fragment-based tracking using online multiple kernel learning
- Pedestrian tracking by fusion of thermal-visible surveillance videos
- Sparse coding based visual tracking: Review and experimental comparison
- Geodesic Active Contour Based Fusion of Visible and Infrared Video for Persistent Object Tracking
Cited by
- Joint Discriminative Learning of Deep Dynamic Textures for 3D Mask Face Anti-Spoofing
- Modality-correlation-aware sparse representation for RGB-infrared object tracking
- Image classification using SURF and bag of LBP features constructed by clustering with fixed centers
- FANet: Quality-Aware Feature Aggregation Network for RGB-T Tracking
- Oriented-linear-tree based cost aggregation for stereo matching
- Adaptive pixel-block based background subtraction using low-rank and block-sparse matrix decomposition
- A Fast Object Tracker Based on Integrated Multiple Features and Dynamic Learning Rate
- Perceptual video hashing based on temporal wavelet transform and random projections with application to indexing and retrieval of near-identical videos
- Fast RGB-T Tracking via Cross-Modal Correlation Filters
- SCAN-speech biometric template protection based on genus-2 hyper elliptic curve
- Learning Modality-Consistency Feature Templates: A Robust RGB-Infrared Tracking System
- Fuzzy logic based computational model for speckle noise removal in ultrasound images
- Real-time pedestrian detection with deep supervision in the wild
- CBIR-DSN: integrating clustering and retrieval platforms for disk space narrowing degradation assessment
- Divisively Normalized Sparse Coding: Toward Perceptual Visual Signal Representation
- Efficient Recovery of Low-Rank Matrix via Double Nonconvex Nonsmooth Rank Minimization
- Feature Aggregation With Reinforcement Learning for Video-Based Person Re-Identification
- Robust appearance feature learning using pixel‐wise discrimination for visual tracking
- Discriminative Fusion Correlation Learning for Visible and Infrared Tracking
- Online Non-Negative Multi-Modality Feature Template Learning for RGB-Assisted Infrared Tracking
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