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We select the most commonly used benchmark dataset for each use-case among those that we surveyed and list the various models used along with the work done in Table 9. Table 9 Overview of benchmark datasets: models and work done Full size table 6 Challenges and future directions Although th...
3. MovieQA dataset The goal of our paper is to create a challenging bench- mark that evaluates semantic understanding over long tem- poral data. We collect a dataset with very diverse sources of information that can be exploited in this challenging do- main. Our data consists of quizzes ...
The comparison on the Toronto COCO-QA thus provides an important benchmark against related methods, but does not really test the ability of our method to incorporate extra information. It is thus interesting that the additional exter- nal information provides any benefit at all. 4627 Question ...
and panelBshows the corresponding physical layout of the sentence. In panel A, the numbers indicate the order of fixations whose durations are given in parentheses. In panel B, letter numbers are only provided for the first three words. The punctuation mark contributes to the length of the fin...
images that cover various modalities or diseases. We train the proposed model on PMC-VQA and then fine-tune it on multiple public benchmarks, e.g., VQA-RAD, SLAKE, and Image-Clef-2019, significantly outperforming existing MedVQA models in generating relevant, accurate free-form answers. In ...
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This is called gradient exploding, but the solution to this is quite simple - clip gradients if they start exceeding some constant number, i.e. gradient clipping). Two modifications tackle this problem - Gated Recurrent Unit (GRU) and Long-Short Term Memory (LSTM). The biggest differences ...
默认情况下,MedVInT使用PMC-CLIP作为视觉骨干,PMC-LLaMA作为语言骨干,使用PubMed Central数据预训练的模型通常性能更优。 MedVInT在Public Benchmarks上的表现 VQA-RAD和SLAKE数据集中的问题分为开放式和封闭式两种。封闭式问题将答案限制在一组预定义的选项中,而开放式问题允许自由文本回答。具体来说,对于开放式问题...
Mark your work with colors Proper use of color markers can significantly help you track layers, targets, and media. For example, you can specify red as the color output for the side screen, so you can know that only the color of the side screen should be red. You can set the playlist...