transformer in Image Caption image caption的目标就是根据提供的图像,输出对应的文字描述。 对于图片描述任务,应该尽可能写实,即不需要华丽的语句,只需要陈述图片所展现的事实即可。根据常识,可以知道该任务一般分为两个部分,一是图片编码,二是文本生成,基于此后续的模型也都是encoder-decoder的结构。 人类可以将图像...
30+多/单模态图文视频任务，同等数据量和模型规模 SOTA效果，在VideoQA和VideoCaption上超越Flamingo、Vide...
Generated Caption: Take a moment to appreciate the beauty of a sunset by the beach. The beach is the perfect place to end the day and enjoy the beauty of the sunset. Requirements To run the image captioning model, the following dependencies are required: Python (version 3.7 or above) PyTor...
包含3个分支:Tagging, Generation, Alignment,训练后分别可以用于不同的子任务。比如上图右边的:多标签识别(就是tagging),Image Caption生成,Visual QA 和 Image-Text 检索。具体每个模块解释如下: Image-Tag Recognition Decoder,用了Query2Label中的多label分类transformer decoder Image-Tag-Text Generation,用了NLP中...
Caption-Anything is a versatile tool combining image segmentation, visual captioning, and ChatGPT, generating tailored captions with diverse controls for user preferences.https://huggingface.co/spaces/TencentARC/Caption-Anythinghttps://huggingface.co/spaces/VIPLab/Caption-Anything ...
dataset 可以混合一些通用数据集,防止模型灾难性遗忘和通用能力丢失 system可以设置一个符合任务特性的system prompt,提升模型能力 lora_target_modules可以根据训练任务的难易程度,调整可以训练的参数数量 将训练命令写在如下训练脚本train.sh中: CUDA_VISIBLE_DEVICES=0 swift sft \ --sft_type lora \ --model_type...
defload_clip_model(self,properties):ifself.config.caption_modelisNone:model_path=properties["model_id"]...print(f'model path:{model_path}')model=CLIPModel.from_pretrained(model_path,cache_dir="/tmp",)self.caption_processor=CLIPProcessor.from_pretrained(mod...
Task Dataset Multi-task training Caption ShareGPT4V [11], COCO [13],Nocaps [1] General QA VQAv2 [4], GQA [35], OK-VQA [55] Science QA AI2D [40], SQA [54] Chart QA DVQA [39], ChartQA [56] Math QA MathQA [3], Geometry3K[53] World Knowledge QA A-OKVQA [70], ...
nlppytorchdeeplearningcomputervisionimagecaptioninggpt-2huggingface-transformerstext-to-image-generationstablediffusiongenerativeaivisiontransformers UpdatedAug 26, 2024 Jupyter Notebook First Chinese Multi-Style Image Caption Model pythontensorflowimagecaptioning ...
imagetransformermultimodal-deep-learningimage-caption-generatorhuggingface-transformershuggingface-datasetsblip2 UpdatedAug 7, 2023 Jupyter Notebook bhushan2311/image_caption_generator Star32 An Image captioning web application combines the power of React.js for front-end, Flask and Node.js for back-end,...