Cover Image

ALScope: A Unified Toolkit for Deep Active Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Chenkai, Qi, Yuanyuan, Yang, Xiaohao, Lu, Jueqing, Liu, Gang, Buntine, Wray, Du, Lan
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Navigating Conflicting Views: Harnessing Trust for Learning
by: Lu, Jueqing, et al.
Published: (2024)

DPL: Decoupled Prototype Learning for Enhancing Robustness of Vision-Language Transformers to Missing Modalities
by: Lu, Jueqing, et al.
Published: (2025)

Multi-Label Bayesian Active Learning with Inter-Label Relationships
by: Qi, Yuanyuan, et al.
Published: (2024)

Next Generation Active Learning: Mixture of LLMs in the Loop
by: Qi, Yuanyuan, et al.
Published: (2026)

Harnessing the Power of Beta Scoring in Deep Active Learning for Multi-Label Text Classification
by: Tan, Wei, et al.
Published: (2024)

Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal Properties
by: Li, Wenqiao, et al.
Published: (2024)

Integrating Deep Metric Learning with Coreset for Active Learning in 3D Segmentation
by: Vepa, Arvind Murari, et al.
Published: (2024)

Hierarchical Multi-Graphs Learning for Robust Group Re-Identification
by: Liu, Ruiqi, et al.
Published: (2024)

CGMatch: A Different Perspective of Semi-supervised Learning
by: Cheng, Bo, et al.
Published: (2025)

Principled Multimodal Representation Learning
by: Liu, Xiaohao, et al.
Published: (2025)

DetoxAI: a Python Toolkit for Debiasing Deep Learning Models in Computer Vision
by: Stępka, Ignacy, et al.
Published: (2025)

SEIS: Subspace-based Equivariance and Invariance Scores for Neural Representations
by: Lin, Huahua, et al.
Published: (2026)

Enhancing Industrial Transfer Learning with Style Filter: Cost Reduction and Defect-Focus
by: Li, Chen, et al.
Published: (2024)

Revisiting Unknowns: Towards Effective and Efficient Open-Set Active Learning
by: Zong, Chen-Chen, et al.
Published: (2026)

Be Persistent: Towards a Unified Solution for Mitigating Shortcuts in Deep Learning
by: Dolatabadi, Hadi M., et al.
Published: (2024)

TerraTorch: The Geospatial Foundation Models Toolkit
by: Gomes, Carlos, et al.
Published: (2025)

An Experimental Study of Semantic Continuity for Deep Learning Models
by: Wu, Shangxi, et al.
Published: (2020)

Calibrated Multimodal Representation Learning with Missing Modalities
by: Liu, Xiaohao, et al.
Published: (2025)

Deep Active Learning in the Open World
by: Xie, Tian, et al.
Published: (2024)

An Adaptor for Triggering Semi-Supervised Learning to Out-of-Box Serve Deep Image Clustering
by: Duan, Yue, et al.
Published: (2025)

LogiCode: an LLM-Driven Framework for Logical Anomaly Detection
by: Zhang, Yiheng, et al.
Published: (2024)

Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation
by: Daniel, Rui, et al.
Published: (2025)

Plug and Play Active Learning for Object Detection
by: Yang, Chenhongyi, et al.
Published: (2022)

Enhancing Multi-view Open-set Learning via Ambiguity Uncertainty Calibration and View-wise Debiasing
by: Fang, Zihan, et al.
Published: (2025)

libcll: an Extendable Python Toolkit for Complementary-Label Learning
by: Ye, Nai-Xuan, et al.
Published: (2024)

RedTest: Towards Measuring Redundancy in Deep Neural Networks Effectively
by: Lu, Yao, et al.
Published: (2024)

Deep Active Learning: A Reality Check
by: Gashi, Edrina, et al.
Published: (2024)

Systematic Characterization of Minimal Deep Learning Architectures: A Unified Analysis of Convergence, Pruning, and Quantization
by: Zheng, Ziwei, et al.
Published: (2026)

Towards Modality Generalization: A Benchmark and Prospective Analysis
by: Liu, Xiaohao, et al.
Published: (2024)

Omnimodal Dataset Distillation via High-order Proxy Alignment
by: Gao, Yuxuan, et al.
Published: (2026)

Learning Unified Representations from Heterogeneous Data for Robust Heart Rate Modeling
by: Huang, Zhengdong, et al.
Published: (2025)

Uncertainty-Aware Hourly Air Temperature Mapping at 2 km Resolution via Physics-Guided Deep Learning
by: Liu, Shengjie Kris, et al.
Published: (2025)

SpectralKD: A Unified Framework for Interpreting and Distilling Vision Transformers via Spectral Analysis
by: Tian, Huiyuan, et al.
Published: (2024)

USO: Unified Style and Subject-Driven Generation via Disentangled and Reward Learning
by: Wu, Shaojin, et al.
Published: (2025)

Cross-modal Active Complementary Learning with Self-refining Correspondence
by: Qin, Yang, et al.
Published: (2023)

Federated Active Learning Framework for Efficient Annotation Strategy in Skin-lesion Classification
by: Deng, Zhipeng, et al.
Published: (2024)

Improve Multi-Modal Embedding Learning via Explicit Hard Negative Gradient Amplifying
by: Xue, Youze, et al.
Published: (2025)

Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation
by: Wu, Fei, et al.
Published: (2024)

Learning to Discover Knowledge: A Weakly-Supervised Partial Domain Adaptation Approach
by: Lan, Mengcheng, et al.
Published: (2024)

Lowering the Barrier to IREX Participation: Open-Source Algorithms, Toolkit, and Benchmarking for Iris Recognition
by: Khan, Siamul Karim, et al.
Published: (2026)