Buchumschlag

A Backbone Benchmarking Study on Self-supervised Learning as a Auxiliary Task with Texture-based Local Descriptors for Face Analysis

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Reddy, Shukesh, Das, Abhijit
Format:	Preprint
Veröffentlicht:	2026
Schlagworte:	Computer Vision and Pattern Recognition
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Self-supervised Auxiliary Learning for Texture and Model-based Hybrid Robust and Fair Featuring in Face Analysis
von: Reddy, Shukesh, et al.
Veröffentlicht: (2024)

Fusion-SSAT: Unleashing the Potential of Self-supervised Auxiliary Task by Feature Fusion for Generalized Deepfake Detection
von: Reddy, Shukesh, et al.
Veröffentlicht: (2026)

Investigating the Viability of Employing Multi-modal Large Language Models in the Context of Audio Deepfake Detection
von: Chuchra, Akanksha, et al.
Veröffentlicht: (2026)

Do You See What I Say? Generalizable Deepfake Detection based on Visual Speech Recognition
von: Bora, Maheswar, et al.
Veröffentlicht: (2025)

Neural Descriptors: Self-Supervised Learning of Robust Local Surface Descriptors Using Polynomial Patches
von: Yona, Gal, et al.
Veröffentlicht: (2025)

Relational Self-supervised Distillation with Compact Descriptors for Image Copy Detection
von: Kim, Juntae, et al.
Veröffentlicht: (2024)

FaceGPT: Self-supervised Learning to Chat about 3D Human Faces
von: Wang, Haoran, et al.
Veröffentlicht: (2024)

Learning Semantic Facial Descriptors for Accurate Face Animation
von: Zhu, Lei, et al.
Veröffentlicht: (2025)

Robust Analysis of Multi-Task Learning Efficiency: New Benchmarks on Light-Weighed Backbones and Effective Measurement of Multi-Task Learning Challenges by Feature Disentanglement
von: Mao, Dayou, et al.
Veröffentlicht: (2024)

Descriptor Distillation: a Teacher-Student-Regularized Framework for Learning Local Descriptors
von: Liu, Yuzhen, et al.
Veröffentlicht: (2022)

LAFS: Landmark-based Facial Self-supervised Learning for Face Recognition
von: Sun, Zhonglin, et al.
Veröffentlicht: (2024)

Self-supervised Representation Learning with Local Aggregation for Image-based Profiling
von: Dai, Siran, et al.
Veröffentlicht: (2025)

SSAD: Self-supervised Auxiliary Detection Framework for Panoramic X-ray based Dental Disease Diagnosis
von: Cai, Zijian, et al.
Veröffentlicht: (2024)

MAN++: Scaling Momentum Auxiliary Network for Supervised Local Learning in Vision Tasks
von: Su, Junhao, et al.
Veröffentlicht: (2025)

Masked Face Recognition under Different Backbones
von: Zhang, Bo, et al.
Veröffentlicht: (2026)

Narrating For You: Prompt-guided Audio-visual Narrating Face Generation Employing Multi-entangled Latent Space
von: Chandra, Aashish, et al.
Veröffentlicht: (2026)

Soft Biometrics: Gender Recognition from Unconstrained Face Images using Local Feature Descriptor
von: Arigbabu, Olasimbo Ayodeji, et al.
Veröffentlicht: (2017)

Unsupervised Deep Learning-based Keypoint Localization Estimating Descriptor Matching Performance
von: Rivas-Villar, David, et al.
Veröffentlicht: (2025)

FaceLift: Semi-supervised 3D Facial Landmark Localization
von: Ferman, David, et al.
Veröffentlicht: (2024)

Learning to Decouple the Lights for 3D Face Texture Modeling
von: Huang, Tianxin, et al.
Veröffentlicht: (2024)

Momentum Auxiliary Network for Supervised Local Learning
von: Su, Junhao, et al.
Veröffentlicht: (2024)

Unprejudiced Training Auxiliary Tasks Makes Primary Better: A Multi-Task Learning Perspective
von: Li, Yuanze, et al.
Veröffentlicht: (2024)

There is no SAMantics! Exploring SAM as a Backbone for Visual Understanding Tasks
von: Espinosa, Miguel, et al.
Veröffentlicht: (2024)

LDCA: Local Descriptors with Contextual Augmentation for Few-Shot Learning
von: Wang, Maofa, et al.
Veröffentlicht: (2024)

MedMAE: A Self-Supervised Backbone for Medical Imaging Tasks
von: Gupta, Anubhav, et al.
Veröffentlicht: (2024)

Distribution Matching for Multi-Task Learning of Classification Tasks: a Large-Scale Study on Faces & Beyond
von: Kollias, Dimitrios, et al.
Veröffentlicht: (2024)

Shared and Private Information Learning in Multimodal Sentiment Analysis with Deep Modal Alignment and Self-supervised Multi-Task Learning
von: Lai, Songning, et al.
Veröffentlicht: (2023)

VG-SSL: Benchmarking Self-supervised Representation Learning Approaches for Visual Geo-localization
von: Xiao, Jiuhong, et al.
Veröffentlicht: (2023)

Analyzing Local Representations of Self-supervised Vision Transformers
von: Vanyan, Ani, et al.
Veröffentlicht: (2023)

ENTED: Enhanced Neural Texture Extraction and Distribution for Reference-based Blind Face Restoration
von: Lau, Yuen-Fui, et al.
Veröffentlicht: (2024)

Recent Advancement in 3D Biometrics using Monocular Camera
von: Mukherjee, Aritra, et al.
Veröffentlicht: (2024)

Enhancing WSI-Based Survival Analysis with Report-Auxiliary Self-Distillation
von: Wang, Zheng, et al.
Veröffentlicht: (2025)

Auxiliary Tasks Enhanced Dual-affinity Learning for Weakly Supervised Semantic Segmentation
von: Xu, Lian, et al.
Veröffentlicht: (2024)

S-BEVLoc: BEV-based Self-supervised Framework for Large-scale LiDAR Global Localization
von: Zhang, Chenghao, et al.
Veröffentlicht: (2025)

VisionLLaMA: A Unified LLaMA Backbone for Vision Tasks
von: Chu, Xiangxiang, et al.
Veröffentlicht: (2024)

Geometric Multi-Session Map Merging with Learned Local Descriptors
von: Ma, Yanlong, et al.
Veröffentlicht: (2025)

TALDS-Net: Task-Aware Adaptive Local Descriptors Selection for Few-shot Image Classification
von: Qiao, Qian, et al.
Veröffentlicht: (2023)

Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction
von: Chen, Jun, et al.
Veröffentlicht: (2022)

FaceRefiner: High-Fidelity Facial Texture Refinement with Differentiable Rendering-based Style Transfer
von: Li, Chengyang, et al.
Veröffentlicht: (2026)

A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra class
von: Qiao, Qian, et al.
Veröffentlicht: (2024)