This paper proposes a novel model fusion approach to enhance predictive capabilities of vision and language models by strategically integrating object detection and large language models. We have named this multimodal...This paper proposes a novel model fusion approach to enhance predictive capabilities of vision and language models by strategically integrating object detection and large language models. We have named this multimodal integration approach as VOLTRON (Vision Object Linguistic Translation for Responsive Observation and Narration). VOLTRON is aimed at improving responses for self-driving vehicles in detecting small objects crossing roads and identifying merged or narrower lanes. The models are fused using a single layer to provide LLaMA2 (Large Language Model Meta AI) with object detection probabilities from YoloV8-n (You Only Look Once) translated into sentences. Experiments using specialized datasets showed accuracy improvements up to 88.16%. We provide a comprehensive exploration of the theoretical aspects that inform our model fusion approach, detailing the fundamental principles upon which it is built. Moreover, we elucidate the intricacies of the methodologies employed for merging these two disparate models, shedding light on the techniques and strategies used.展开更多
这是一个感人至深的故事！一位八旬老者,生前曾多次表示:他将自己将自己送到殡仪馆,不麻烦别人。最后,他竟“言比行,行必果”。他在发病之时,亲自驾车去殡仪馆,当他的汽车停在殡仪馆的停车场,他的生命也就终结了。经有关方面检查,他的死...这是一个感人至深的故事！一位八旬老者,生前曾多次表示:他将自己将自己送到殡仪馆,不麻烦别人。最后,他竟“言比行,行必果”。他在发病之时,亲自驾车去殡仪馆,当他的汽车停在殡仪馆的停车场,他的生命也就终结了。经有关方面检查,他的死,属于自然死亡。老人生前患糖尿病,医生切除了他的脚趾。他立誓,再不去医院。文中有一句:He felt evidently it was his time and hedrove himself there。句中的his time用得极为委婉,很美。另外,他的这种死亡方式,是否能称得上真正的“安乐死”?】展开更多
文摘This paper proposes a novel model fusion approach to enhance predictive capabilities of vision and language models by strategically integrating object detection and large language models. We have named this multimodal integration approach as VOLTRON (Vision Object Linguistic Translation for Responsive Observation and Narration). VOLTRON is aimed at improving responses for self-driving vehicles in detecting small objects crossing roads and identifying merged or narrower lanes. The models are fused using a single layer to provide LLaMA2 (Large Language Model Meta AI) with object detection probabilities from YoloV8-n (You Only Look Once) translated into sentences. Experiments using specialized datasets showed accuracy improvements up to 88.16%. We provide a comprehensive exploration of the theoretical aspects that inform our model fusion approach, detailing the fundamental principles upon which it is built. Moreover, we elucidate the intricacies of the methodologies employed for merging these two disparate models, shedding light on the techniques and strategies used.
文摘这是一个感人至深的故事！一位八旬老者,生前曾多次表示:他将自己将自己送到殡仪馆,不麻烦别人。最后,他竟“言比行,行必果”。他在发病之时,亲自驾车去殡仪馆,当他的汽车停在殡仪馆的停车场,他的生命也就终结了。经有关方面检查,他的死,属于自然死亡。老人生前患糖尿病,医生切除了他的脚趾。他立誓,再不去医院。文中有一句:He felt evidently it was his time and hedrove himself there。句中的his time用得极为委婉,很美。另外,他的这种死亡方式,是否能称得上真正的“安乐死”?】
