Tag: Classification

All the articles with the tag "Classification".

• Label-efficient Single Photon Images Classification via Active Learning

  Published: 16 May, 2025 |  at  11:11 AM

  

  95.02 🤔

  This paper proposes an active learning framework for single-photon image classification that uses imaging condition-aware synthetic augmentation and a diversity-guided uncertainty-inconsistency sampling strategy to achieve high accuracy (97% on synthetic, 90.63% on real-world data) with significantly fewer labeled samples (1.5% and 8%, respectively) compared to baselines.

• Test-time Correlation Alignment

  Published: 8 May, 2025 |  at  12:21 AM

  

  93.31 🤔

  本文提出测试时相关性对齐（TCA）范式，通过构建伪源域相关性并应用线性变换对齐测试数据特征，显著提升测试时适应（TTA）性能，同时保持高效性和源域知识。

• Attention Retrieves, MLP Memorizes: Disentangling Trainable Components in the Transformer

  Published: 4 Jun, 2025 |  at  11:59 AM

  

  93.14 🤔

  本文通过冻结Transformer组件并提出MixiT模型，揭示了自注意力机制在检索和语言建模中的输入依赖性必要性，以及MLP层在记忆中的主导作用，强调了架构异质性对任务解决的重要性。

• Gameplay Highlights Generation

  Published: 14 May, 2025 |  at  11:06 AM

  

  92.19 🤔

  This paper presents a method to generate gameplay highlight reels by finetuning the X-CLIP multimodal model on an in-house FPS game dataset, achieving over 90% event detection accuracy and demonstrating transfer learning, while optimizing deployment through quantization.

• MINGLE: Mixtures of Null-Space Gated Low-Rank Experts for Test-Time Continual Model Merging

  Published: 21 May, 2025 |  at  11:24 AM

  

  90.40 🤔

  MINGLE提出了一种测试时持续模型合并方法，通过混合低秩专家架构和自适应空空间约束门控，利用少量无标签测试样本动态融合模型，显著提升了持续学习中的泛化性能并减少了灾难性遗忘。