LaSeD: Label-Semantic Self-Distillation for Visual-Only Surgical Phase Recognition

arXiv:2609.18971 · cs.CV · Submitted 2026-07-16 · Read on arXiv

cs.CV

Submitted: 2026-07-16

Updated: 2026-07-16

Terminology

• Distillation — 20× in this paper · explained in 2 episodes
• Accuracy — 9× in this paper · explained in 1 episode
• Self-Distillation — 8× in this paper · explained in 7 episodes
• Benchmark — 3× in this paper · explained in 2 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Knowledge Distillation — 3× in this paper · explained in 11 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Instruction Tuning — 2× in this paper · explained in 2 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes
• Representation Learning — 1× in this paper · explained in 2 episodes
• Vision-Language Models (VLMs) — 1× in this paper · explained in 6 episodes

Sources

• Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs
• Transformer-Squared: Self-adaptive LLMs
• Gemma 3 Technical Report
• GPT-4o System Card
• Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought
• Qwen2.5-VL Technical Report
• Qwen3-VL Technical Report
• Holistic Surgical Phase Recognition with Hierarchical Input Dependent State Space Models
• MiniCPM-V: A GPT-4V Level MLLM on Your Phone
• CoCa: Contrastive Captioners are Image-Text Foundation Models
• Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures
• SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence
• Self-Knowledge Distillation for Surgical Phase Recognition
• InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

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