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Image Classification On Coloninst V1 Unseen

Metrics

Accuray

Results

Performance results of various models on this benchmark

Paper TitleRepository
ColonGPT (w/ LoRA, w/o extra data)83.24Frontiers in Intelligent Colonoscopy
LLaVA-v1.5 (w/ LoRA, w/ extra data)80.89Improved Baselines with Visual Instruction Tuning
MobileVLM-1.7B (w/ LoRA, w/ extra data)80.44MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices
Bunny-v1.0-3B (w/ LoRA, w/ extra data)79.50Efficient Multimodal Learning from Data-centric Perspective
LLaVA-Med-v1.5 (w/ LoRA, w/o extra data)79.24LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
LLaVA-v1.5 (w/ LoRA, w/o extra data)79.10Improved Baselines with Visual Instruction Tuning
MGM-2B (w/o LoRA, w/o extra data)78.99Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models
MobileVLM-1.7B (w/o LoRA, w/ extra data)78.75MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices
MGM-2B (w/o LoRA, w/ extra data)78.69Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models
LLaVA-Med-v1.0 (w/o LoRA, w/o extra data)78.04LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
MiniGPT-v2 (w/ LoRA, w/o extra data)77.93MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning
LLaVA-Med-v1.0 (w/o LoRA, w/ extra data)77.38LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
MiniGPT-v2 (w/ LoRA, w/ extra data)76.82MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning
Bunny-v1.0-3B (w/ LoRA, w/o extra data)75.50Efficient Multimodal Learning from Data-centric Perspective
LLaVA-v1 (w/ LoRA, w/o extra data)72.08Visual Instruction Tuning
LLaVA-Med-v1.5 (w/ LoRA, w/ extra data)66.51LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
LLaVA-v1 (w/ LoRA, w/ extra data)42.17Visual Instruction Tuning
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Image Classification On Coloninst V1 Unseen | SOTA | HyperAI