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Image Classification On Coloninst V1 Seen

評価指標

Accuray

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

Paper TitleRepository
ColonGPT (w/ LoRA, w/o extra data)94.06Frontiers in Intelligent Colonoscopy
LLaVA-Med-v1.0 (w/o LoRA, w/ extra data)93.84LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
MobileVLM-1.7B (w/ LoRA, w/ extra data)93.64MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices
LLaVA-Med-v1.5 (w/ LoRA, w/o extra data)93.62LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
LLaVA-Med-v1.0 (w/o LoRA, w/o extra data)93.52LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
LLaVA-v1.5 (w/ LoRA, w/ extra data)93.33Improved Baselines with Visual Instruction Tuning
MGM-2B (w/o LoRA, w/ extra data)93.24Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models
MobileVLM-1.7B (w/o LoRA, w/ extra data)93.02MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices
LLaVA-v1.5 (w/ LoRA, w/o extra data)92.97Improved Baselines with Visual Instruction Tuning
MGM-2B (w/o LoRA, w/o extra data)92.97Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models
Bunny-v1.0-3B (w/ LoRA, w/ extra data)92.47Efficient Multimodal Learning from Data-centric Perspective
MiniGPT-v2 (w/ LoRA, w/o extra data)91.49MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning
Bunny-v1.0-3B (w/ LoRA, w/o extra data)91.16Efficient Multimodal Learning from Data-centric Perspective
MiniGPT-v2 (w/ LoRA, w/ extra data)90.00MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning
LLaVA-v1 (w/ LoRA, w/ extra data)89.61Visual Instruction Tuning
LLaVA-v1 (w/ LoRA, w/o extra data)87.86Visual Instruction Tuning
LLaVA-Med-v1.5 (w/ LoRA, w/ extra data)87.22LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
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