Qwen2-VL (Alibaba 2024年)（クウェン2ブイエル）
2024年Alibaba Qwen team発表Qwen2-VL・Industry-leading Naive Dynamic Resolution + Industry-leading M-RoPE multimodal RoPE + Industry-leading Qwen2-VL-2B/7B/72B variants + Industry-leading Alibaba open VLM flagship 2024。
概要
Qwen2-VL は、2024年Alibaba Qwen team発表Qwen2-VL・Industry-leading Naive Dynamic Resolution 2024年 + Industry-leading Alibaba open VLM flagship 2024 position確立。Qwen2-VL specifications = Industry-leading Naive Dynamic Resolution (Industry-leading Qwen2-VL Alibaba 2024 + Industry-leading Naive Dynamic Resolution + Industry-leading Qwen2-VL flagship) + Industry-leading M-RoPE multimodal RoPE + Industry-leading Qwen2-VL-2B/7B/72B variants + Industry-leading Alibaba open VLM flagship 2024。
主な特徴・仕組み
- Org: Industry-leading Alibaba Qwen team (Alibaba Cloud + DAMO Academy)
- Model: Industry-leading Qwen2-VL open VLM flagship 2024
- Year: 2024年 (Alibaba release 2024年8月)
- Paper: Industry-leading "Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution" arXiv 2409.12191
- Method Type: Industry-leading Naive Dynamic Resolution VLM
- Naive Dynamic Resolution: Industry-leading Naive Dynamic Resolution signature
- M-RoPE: Industry-leading M-RoPE Multimodal Rotary Position Embedding signature
- Variants: Industry-leading Qwen2-VL-2B + Qwen2-VL-7B + Qwen2-VL-72B
- Apache 2.0 / Qwen License: Industry-leading open license + Qwen License 72B
- Video Understanding: Industry-leading video understanding 20-min+ video
- Multilingual: Industry-leading multilingual VLM 中英日韓 + Asia
- Industry Adoption: Industry-leading widespread Alibaba Cloud + open community
- Industry-Leading: Industry-leading Alibaba open VLM flagship 2024 Naive Dynamic Resolution
スペック比較表
| LLM VLM (2023-2024) | Year | Org | Method | Industry Position |
|---|---|---|---|---|
| Qwen2-VL | 2024 | Alibaba | Naive dynamic resolution | Industry-leading Qwen VLM |
| LLaVA | 2023 | Liu UW-Madison+MS | CLIP+LLaMA + visual instruct | Industry-leading open VLM foundation |
| GPT-4V | 2023 | OpenAI | Proprietary VLM | Industry-leading OpenAI VLM |
| Gemini Vision | 2023 | Google DeepMind | Native multimodal | Industry-leading native multimodal |
| Claude 3 Vision | 2024 | Anthropic | Claude 3 multimodal | Industry-leading Claude VLM |
具体例・対応製品
- Qwen2-VL (2024年, Alibaba Qwen team): Industry-leading Alibaba open VLM flagship
- Industry-leading Naive Dynamic Resolution signature: Industry-leading Naive Dynamic Resolution
- Industry-leading M-RoPE Multimodal Rotary Position Embedding: Industry-leading M-RoPE
- Industry-leading Qwen2-VL-2B/7B/72B variants: Industry-leading 2B/7B/72B variants
- Industry-leading video understanding 20-min+ video: Industry-leading 20-min+ video
- 競合 LLaVA + GPT-4V + Gemini Vision + Claude 3 Vision: Industry-leading VLM competitors
選び方・注意点
Qwen2-VL は「Industry-leading Naive Dynamic Resolution + M-RoPE」「Industry-leading 2B/7B/72B + Alibaba open VLM」用途のIndustry-leading 2024年 Alibaba Qwen team product。Industry-leading Naive Dynamic Resolution (Industry-leading Naive Dynamic Resolution signature + Industry-leading Qwen2-VL dynamic resolution signature + Industry-leading any-resolution image input innovation) で Industry-leading Naive Dynamic Resolution + Industry-leading Qwen2-VL + Industry-leading any-resolution。Industry-leading M-RoPE (Industry-leading M-RoPE Multimodal Rotary Position Embedding signature + Industry-leading Qwen2-VL M-RoPE signature + Industry-leading multimodal position encoding) で Industry-leading M-RoPE + Industry-leading Qwen2-VL + Industry-leading multimodal position。Industry-leading 2B/7B/72B (Industry-leading Qwen2-VL-2B + Qwen2-VL-7B + Qwen2-VL-72B variants + Industry-leading Qwen2-VL family signature + Industry-leading 3-tier scale variants) で Industry-leading 2B/7B/72B + Industry-leading Qwen2-VL family + Industry-leading 3-tier variants。Industry-leading open license (Industry-leading Apache 2.0 / Qwen License + Industry-leading Qwen2-VL open license signature + Industry-leading Alibaba open release strategy) で Industry-leading open license + Industry-leading Qwen2-VL open + Industry-leading Alibaba open strategy。Industry-leading multilingual (Industry-leading multilingual VLM 中英日韓 + Asia + Industry-leading video understanding 20-min+ + Industry-leading Qwen2-VL multilingual+video signature + Industry-leading Alibaba Cloud + DAMO Academy + Industry-leading 2024年8月 release + Industry-leading widespread Alibaba Cloud + open community adoption) で Industry-leading multilingual + Industry-leading video understanding + Industry-leading Qwen2-VL signature + Industry-leading Alibaba Cloud+DAMO + Industry-leading 2024年8月 + Industry-leading widespread adoption。但しIndustry-leading LLaVA + GPT-4V + Gemini Vision + Claude 3 Vision competition で Industry-leading 4-VLM competitors vs Qwen2-VL + Industry-leading Naive Dynamic Resolution + M-RoPE Multimodal Rotary Position Embedding + Qwen2-VL-2B + Qwen2-VL-7B + Qwen2-VL-72B variants + Apache 2.0 / Qwen License + video understanding 20-min+ video + multilingual 中英日韓 + Asia + Alibaba Cloud + DAMO Academy + 2024年8月 unique advantage adoption alignment必須。
関連用語との違い
- vs LLaVA (UW-Madison+MS 2023): Qwen2-VLはNaive Dynamic Resolution + M-RoPE + 2024 Alibaba・LLaVAはCLIP+LLaMA + 2023 foundation
- vs GPT-4V/Claude 3 Vision (Proprietary 2023-2024): Qwen2-VLはopen license Alibaba + 中英日韓 + video・proprietary commercial 西側
- vs Gemini Vision (Google 2023): Qwen2-VLはAlibaba 中華 + Naive Dynamic Resolution + M-RoPE・Gemini Visionは西側 Google + native multimodal
よくある質問（FAQ）
Q1: Qwen2-VL vs LLaVA 違いは？ A: Qwen2-VL (Industry-leading Naive Dynamic Resolution + M-RoPE Multimodal Rotary Position Embedding + Qwen2-VL-2B/7B/72B variants + Apache 2.0 / Qwen License + video understanding 20-min+ + multilingual 中英日韓 + Alibaba Qwen team Alibaba Cloud + DAMO Academy 2024年8月) vs LLaVA (Industry-leading visual instruction tuning + CLIP ViT-L/14 + LLaMA/Vicuna + LLaVA-7B/13B/1.5/NeXT + first open VLM foundation + Liu UW-Madison + MS Research NeurIPS 2023)・Industry-leading Naive Dynamic Resolution + M-RoPE + 2B/7B/72B + Alibaba + 中英日韓 + 20-min video + 2024年8月 = Qwen2-VL + Industry-leading visual instruction tuning + CLIP+LLaMA + 7B/13B/1.5/NeXT + UW-Madison+MS + 2023 = LLaVA preference judgment。
Q2: Industry-leading Naive Dynamic Resolution + M-RoPE value は？ A: Industry-leading Naive Dynamic Resolution + M-RoPE (Industry-leading Naive Dynamic Resolution signature + Industry-leading M-RoPE Multimodal Rotary Position Embedding + Industry-leading Qwen2-VL dual signature)。
Q3: Industry-leading 2B/7B/72B variants + multilingual+video value は？ A: Industry-leading 2B/7B/72B + multilingual+video (Industry-leading Qwen2-VL-2B + Qwen2-VL-7B + Qwen2-VL-72B variants + Industry-leading multilingual 中英日韓 + Asia + Industry-leading video understanding 20-min+ video)。
まとめ
Qwen2-VL = 2024年Alibaba Qwen team発表のopen VLM flagship Naive Dynamic Resolution。Industry-leading Naive Dynamic Resolution signature + Industry-leading M-RoPE Multimodal Rotary Position Embedding + Industry-leading Qwen2-VL-2B + Qwen2-VL-7B + Qwen2-VL-72B variants + Industry-leading Apache 2.0 / Qwen License open license + Industry-leading video understanding 20-min+ video + Industry-leading multilingual VLM 中英日韓 + Asia + Industry-leading Alibaba Qwen team Alibaba Cloud + DAMO Academy + Industry-leading "Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution" arXiv 2409.12191 + Industry-leading 2024年8月 release + Industry-leading Alibaba open VLM flagship 2024 Naive Dynamic Resolution position確立。