IEEE

QID: Efficient Query-Informed ViTs in Data-Scarce Regimes for OCR-Free Visual Document Understanding

Abstract: In Visual Document Understanding (VDU) tasks, finetuning a pre-trained Vision-Language Model (VLM) with new datasets often falls short in optimizing the vision encoder to identify ...
IEEE

Multiplication-Free Lookup-Based CNN Accelerator Using Residual Vector Quantization and Its FPGA Implementation

Abstract: In this paper, a table lookup-based computing technique is proposed to perform convolutional neural network (CNN) inference without multiplication, and its FPGA implementation is ...