Understanding and Mitigating Human-Labelling Errors in Supervised Contrastive Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Long, Zijun, Zhuang, Lipeng, Killick, George, McCreadie, Richard, Camarasa, Gerardo Aragon, Henderson, Paul |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
RoboLLM: Robotic Vision Tasks Grounded on Multimodal Large Language Models
by: Long, Zijun, et al.
Published: (2023)
by: Long, Zijun, et al.
Published: (2023)
MultiWay-Adapater: Adapting large-scale multi-modal models for scalable image-text retrieval
by: Long, Zijun, et al.
Published: (2023)
by: Long, Zijun, et al.
Published: (2023)
LaCViT: A Label-aware Contrastive Fine-tuning Framework for Vision Transformers
by: Long, Zijun, et al.
Published: (2023)
by: Long, Zijun, et al.
Published: (2023)
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion
by: Long, Zijun, et al.
Published: (2024)
by: Long, Zijun, et al.
Published: (2024)
CrisisViT: A Robust Vision Transformer for Crisis Image Classification
by: Long, Zijun, et al.
Published: (2024)
by: Long, Zijun, et al.
Published: (2024)
Diffusion Augmented Retrieval: A Training-Free Approach to Interactive Text-to-Image Retrieval
by: Long, Zijun, et al.
Published: (2025)
by: Long, Zijun, et al.
Published: (2025)
Is Training Necessary for Anomaly Detection?
by: Zhang, Xingwu, et al.
Published: (2026)
by: Zhang, Xingwu, et al.
Published: (2026)
Flat'n'Fold: A Diverse Multi-Modal Dataset for Garment Perception and Manipulation
by: Zhuang, Lipeng, et al.
Published: (2024)
by: Zhuang, Lipeng, et al.
Published: (2024)
3D-ADAM: A Dataset for 3D Anomaly Detection in Additive Manufacturing
by: McHard, Paul, et al.
Published: (2025)
by: McHard, Paul, et al.
Published: (2025)
Self-Supervised Contrastive Learning for Multi-Label Images
by: Chen, Jiale
Published: (2025)
by: Chen, Jiale
Published: (2025)
Contrastive Learning for Multimodal Human Activity Recognition with Limited Labeled Data
by: Jing, Long, et al.
Published: (2026)
by: Jing, Long, et al.
Published: (2026)
FAR-Trans: An Investment Dataset for Financial Asset Recommendation
by: Sanz-Cruzado, Javier, et al.
Published: (2024)
by: Sanz-Cruzado, Javier, et al.
Published: (2024)
Self-Supervised YOLO: Leveraging Contrastive Learning for Label-Efficient Object Detection
by: Kotthapalli, Manikanta, et al.
Published: (2025)
by: Kotthapalli, Manikanta, et al.
Published: (2025)
Ratio changes in blood‐feeding and voltinism in black flies ( Diptera: Simuliidae ) over a latitudinal gradient in North America north of Mexico
by: John W. McCreadie, et al.
Published: (2024)
by: John W. McCreadie, et al.
Published: (2024)
MoSAiC: Multi-Modal Multi-Label Supervision-Aware Contrastive Learning for Remote Sensing
by: Gupta, Debashis, et al.
Published: (2025)
by: Gupta, Debashis, et al.
Published: (2025)
Affinity Contrastive Learning for Skeleton-based Human Activity Understanding
by: Liu, Hongda, et al.
Published: (2026)
by: Liu, Hongda, et al.
Published: (2026)
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration
by: Liu, Qianying, et al.
Published: (2024)
by: Liu, Qianying, et al.
Published: (2024)
Deep Intra-Image Contrastive Learning for Weakly Supervised One-Step Person Search
by: Wang, Jiabei, et al.
Published: (2023)
by: Wang, Jiabei, et al.
Published: (2023)
Mitigating Noisy Supervision Using Synthetic Samples with Soft Labels
by: Lu, Yangdi, et al.
Published: (2024)
by: Lu, Yangdi, et al.
Published: (2024)
Mitigating Instance-Dependent Label Noise: Integrating Self-Supervised Pretraining with Pseudo-Label Refinement
by: Bala, Gouranga, et al.
Published: (2024)
by: Bala, Gouranga, et al.
Published: (2024)
Instance-Aware Pseudo-Labeling and Class-Focused Contrastive Learning for Weakly Supervised Domain Adaptive Segmentation of Electron Microscopy
by: Xiong, Shan, et al.
Published: (2025)
by: Xiong, Shan, et al.
Published: (2025)
Similarity-Dissimilarity Loss for Multi-label Supervised Contrastive Learning
by: Huang, Guangming, et al.
Published: (2024)
by: Huang, Guangming, et al.
Published: (2024)
Beyond Motion Pattern: An Empirical Study of Physical Forces for Human Motion Understanding
by: Dao, Anh, et al.
Published: (2025)
by: Dao, Anh, et al.
Published: (2025)
Variational Supervised Contrastive Learning
by: Wang, Ziwen, et al.
Published: (2025)
by: Wang, Ziwen, et al.
Published: (2025)
PLReMix: Combating Noisy Labels with Pseudo-Label Relaxed Contrastive Representation Learning
by: Liu, Xiaoyu, et al.
Published: (2024)
by: Liu, Xiaoyu, et al.
Published: (2024)
Evaluating the Label Efficiency of Contrastive Self-Supervised Learning for Multi-Resolution Satellite Imagery
by: Bourcier, Jules, et al.
Published: (2022)
by: Bourcier, Jules, et al.
Published: (2022)
Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image Segmentation
by: Cai, Lingcong, et al.
Published: (2024)
by: Cai, Lingcong, et al.
Published: (2024)
Exploiting Minority Pseudo-Labels for Semi-Supervised Fine-grained Road Scene Understanding
by: Hong, Yuting, et al.
Published: (2024)
by: Hong, Yuting, et al.
Published: (2024)
Investigating Self-Supervised Methods for Label-Efficient Learning
by: Nandam, Srinivasa Rao, et al.
Published: (2024)
by: Nandam, Srinivasa Rao, et al.
Published: (2024)
Differentially Private 2D Human Pose Estimation
by: Sivangi, Kaushik Bhargav, et al.
Published: (2025)
by: Sivangi, Kaushik Bhargav, et al.
Published: (2025)
Virtually Unrolling the Herculaneum Papyri by Diffeomorphic Spiral Fitting
by: Henderson, Paul
Published: (2025)
by: Henderson, Paul
Published: (2025)
Prospects for Mitigating Spectral Variability in Tropical Species Classification Using Self-Supervised Learning
by: Prieur, Colin, et al.
Published: (2025)
by: Prieur, Colin, et al.
Published: (2025)
Weakly Supervised Contrastive Learning for Histopathology Patch Embeddings
by: Zhang, Bodong, et al.
Published: (2026)
by: Zhang, Bodong, et al.
Published: (2026)
Backdooring Self-Supervised Contrastive Learning by Noisy Alignment
by: Chen, Tuo, et al.
Published: (2025)
by: Chen, Tuo, et al.
Published: (2025)
Taming the Randomness: Towards Label-Preserving Cropping in Contrastive Learning
by: Hassan, Mohamed, et al.
Published: (2025)
by: Hassan, Mohamed, et al.
Published: (2025)
Understanding and Mitigating the Label Noise in Pre-training on Downstream Tasks
by: Chen, Hao, et al.
Published: (2023)
by: Chen, Hao, et al.
Published: (2023)
SelfFed: Self-Supervised Federated Learning for Data Heterogeneity and Label Scarcity in Medical Images
by: Khowaja, Sunder Ali, et al.
Published: (2023)
by: Khowaja, Sunder Ali, et al.
Published: (2023)
Active Self-Semi-Supervised Learning for Few Labeled Samples
by: Wen, Ziting, et al.
Published: (2022)
by: Wen, Ziting, et al.
Published: (2022)
Learning the Unlearned: Mitigating Feature Suppression in Contrastive Learning
by: Zhang, Jihai, et al.
Published: (2024)
by: Zhang, Jihai, et al.
Published: (2024)
Mitigating Hallucination in Visual-Language Models via Re-Balancing Contrastive Decoding
by: Liang, Xiaoyu, et al.
Published: (2024)
by: Liang, Xiaoyu, et al.
Published: (2024)
Similar Items
-
RoboLLM: Robotic Vision Tasks Grounded on Multimodal Large Language Models
by: Long, Zijun, et al.
Published: (2023) -
MultiWay-Adapater: Adapting large-scale multi-modal models for scalable image-text retrieval
by: Long, Zijun, et al.
Published: (2023) -
LaCViT: A Label-aware Contrastive Fine-tuning Framework for Vision Transformers
by: Long, Zijun, et al.
Published: (2023) -
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion
by: Long, Zijun, et al.
Published: (2024) -
CrisisViT: A Robust Vision Transformer for Crisis Image Classification
by: Long, Zijun, et al.
Published: (2024)