#Semantic Alignment

11개의 포스트

[논문리뷰] Improving Semantic Proximity in Information Retrieval through Cross-Lingual Alignment

arXiv에 게시된 'Improving Semantic Proximity in Information Retrieval through Cross-Lingual Alignment' 논문에 대한 자세한 리뷰입니다.

#Review #Cross-Lingual Information Retrieval #Semantic Alignment #Jensen-Shannon Divergence #InfoNCE #Multilingual Embedding Models #Language Bias

2026년 4월 8일

[논문리뷰] HDINO: A Concise and Efficient Open-Vocabulary Detector

Yong Li이 arXiv에 게시한 'HDINO: A Concise and Efficient Open-Vocabulary Detector' 논문에 대한 자세한 리뷰입니다.

#Review #Open-Vocabulary Object Detection #Transformer #DINO #CLIP #Semantic Alignment #Hard Example Mining #Feature Fusion #Two-stage Training

2026년 3월 4일

[논문리뷰] Communication-Inspired Tokenization for Structured Image Representations

arXiv에 게시된 'Communication-Inspired Tokenization for Structured Image Representations' 논문에 대한 자세한 리뷰입니다.

#Review #Image Tokenization #Structured Representation #Attentive Encoding #Flow Matching #Semantic Alignment #Compositional Generalization #Transformer Architecture

2026년 2월 24일

[논문리뷰] Focal Guidance: Unlocking Controllability from Semantic-Weak Layers in Video Diffusion Models

Xiao Yang이 arXiv에 게시한 'Focal Guidance: Unlocking Controllability from Semantic-Weak Layers in Video Diffusion Models' 논문에 대한 자세한 리뷰입니다.

#Review #Video Diffusion Models #Image-to-Video Generation #Diffusion Transformers (DiT)#Controllability #Semantic Alignment #Focal Guidance #Prompt Adherence

2026년 1월 14일

[논문리뷰] DualCamCtrl: Dual-Branch Diffusion Model for Geometry-Aware Camera-Controlled Video Generation

Zixin Zhang이 arXiv에 게시한 'DualCamCtrl: Dual-Branch Diffusion Model for Geometry-Aware Camera-Controlled Video Generation' 논문에 대한 자세한 리뷰입니다.

#Review #Diffusion Models #Video Generation #Camera Control #Depth Estimation #Dual-Branch Architecture #Geometric Awareness #Semantic Alignment #Multi-modal Fusion

2025년 12월 2일

[논문리뷰] InternVideo-Next: Towards General Video Foundation Models without Video-Text Supervision

arXiv에 게시된 'InternVideo-Next: Towards General Video Foundation Models without Video-Text Supervision' 논문에 대한 자세한 리뷰입니다.

#Review #Video Foundation Models #Self-Supervised Learning #Masked Video Modeling #Video-Text Supervision-Free #Encoder-Predictor-Decoder #Diffusion Decoder #Semantic Alignment #Latent World Model

2025년 12월 1일

[논문리뷰] SemCoT: Accelerating Chain-of-Thought Reasoning through Semantically-Aligned Implicit Tokens

arXiv에 게시된 'SemCoT: Accelerating Chain-of-Thought Reasoning through Semantically-Aligned Implicit Tokens' 논문에 대한 자세한 리뷰입니다.

#Review #Chain-of-Thought (CoT)#Implicit Reasoning #LLMs #Semantic Alignment #Efficiency Optimization #Knowledge Distillation

2025년 11월 9일

[논문리뷰] UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning

Ziyong Feng이 arXiv에 게시한 'UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning' 논문에 대한 자세한 리뷰입니다.

#Review #Multimodal Embeddings #MLLM-as-a-Judge #Hard Negative Mining #Semantic Alignment #Representation Learning #Reranking #Contrastive Learning

2025년 10월 16일

[논문리뷰] LucidFlux: Caption-Free Universal Image Restoration via a Large-Scale Diffusion Transformer

arXiv에 게시된 'LucidFlux: Caption-Free Universal Image Restoration via a Large-Scale Diffusion Transformer' 논문에 대한 자세한 리뷰입니다.

#Review #Universal Image Restoration #Diffusion Transformer #Caption-Free #Semantic Alignment #Image Quality Assessment #Data Curation #Real-World Degradations #Deep Learning

2025년 9월 29일

[논문리뷰] 2D Gaussian Splatting with Semantic Alignment for Image Inpainting

Guangming Lu이 arXiv에 게시한 '2D Gaussian Splatting with Semantic Alignment for Image Inpainting' 논문에 대한 자세한 리뷰입니다.

#Review #Image Inpainting #2D Gaussian Splatting #Semantic Alignment #DINO Features #Patch-level Rasterization #Continuous Representation #Generative Models

2025년 9월 12일

[논문리뷰] InfiGUI-G1: Advancing GUI Grounding with Adaptive Exploration Policy Optimization

Pengxiang Li이 arXiv에 게시한 'InfiGUI-G1: Advancing GUI Grounding with Adaptive Exploration Policy Optimization' 논문에 대한 자세한 리뷰입니다.

#Review #GUI Grounding #MLLMs #Reinforcement Learning #Policy Optimization #Exploration Strategy #Semantic Alignment #Adaptive Exploration Reward #Human-Computer Interaction

2025년 8월 11일