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Posts tagged Computer Vision

Vision Mamba on AMD GPU with ROCm

State Space Models (SSMs), such as Mamba, have emerged as a potential alternative to Transformer models. Vision backbones using only SSMs have yielded promising results. For more information about SSMs and Mamba’s performance on AMD hardware, see Mamba on AMD GPUs with ROCm. This blog explores Vision Mamba (Vim), an innovative and efficient backbone for vision tasks and evaluate its performance on AMD GPUs with ROCm. We’ll start with a brief introduction to Vision Mamba, followed by a step-by-step guide on training and running inference with Vision Mamba on AMD GPUs using ROCm.

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Image Classification with BEiT, MobileNet, and EfficientNet using ROCm on AMD GPUs

Image classification is a key task in computer vision aiming at “understanding” an entire image. The outcome of an image classifier is a label or a category for the image as a whole, unlike object recognition where the task is to detect and classify multiple objects within an image.

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Accelerate PyTorch Models using torch.compile on AMD GPUs with ROCm

PyTorch 2.0 introduces torch.compile(), a tool to vastly accelerate PyTorch code and models. By converting PyTorch code into highly optimized kernels, torch.compile delivers substantial performance improvements with minimal changes to the existing codebase. This feature allows for precise optimization of individual functions, entire modules, and complex training loops, providing a versatile and powerful tool for enhancing computational efficiency.

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Segment Anything with AMD GPUs

4 Jun, 2024 by

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Panoptic segmentation and instance segmentation with Detectron2 on AMD GPUs

23, May 2024 by

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Unlocking Vision-Text Dual-Encoding: Multi-GPU Training of a CLIP-Like Model

24 Apr, 2024 by

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Speech-to-Text on an AMD GPU with Whisper

16 Apr, 2024 by

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Interacting with Contrastive Language-Image Pre-Training (CLIP) model on AMD GPU

16, Apr 2024 by

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ResNet for image classification using AMD GPUs

9 Apr, 2024 by

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Total body segmentation using MONAI Deploy on an AMD GPU

4, Apr 2024 by

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Image classification using Vision Transformer with AMD GPUs

4 Apr, 2024 by

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Building semantic search with SentenceTransformers on AMD

4 Apr, 2024 by

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