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Thumbnail for Plant Species Identification using MobileNet: a leaf photo representing the MobileNet classifier trained on PlantVillage.
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Plant Species Identification using MobileNet

A leaf-photo classifier that identifies plant species using MobileNet (Howard et al. 2017), the lightweight CNN designed for...

NumPy · scikit-learn · metrics · confusion matrix Matplotlib · Seaborn · accuracy and loss curves Python 3.10 · PyTorch · training · validation · inference
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Project cover thumbnail for the Logo Similarity Search using Siamese Networks project.
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Logo Similarity Search using Siamese Networks

A Siamese-network search that finds visually similar logos in a brand database, trained with triplet loss in the lineage of B...

Python 3.10 · PyTorch · Siamese CNN embedding network Triplet and contrastive loss · hard-negative mining torchvision · NumPy · scikit-learn · data and metrics
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Low-Light Image Denoising using DnCNN demo screenshot
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Low-Light Image Denoising using DnCNN

A DnCNN-based denoiser that cleans noise from low-light smartphone photos, built on Zhang et al.'s residual-learning network...

Python 3.10 · PyTorch · DnCNN residual network OpenCV · NumPy · PIL · patch handling and stitching Matplotlib · PSNR/SSIM logging · comparison plots
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Image Inpainting using Partial Convolutions demo screenshot
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Image Inpainting using Partial Convolutions

An image-inpainting app that reconstructs user-masked regions of damaged photos, built on Liu et al.'s partial-convolution me...

Python 3.10 · PyTorch · partial-convolution U-Net OpenCV · NumPy · PIL · image and mask handling Matplotlib · PSNR/SSIM logging · mask visualizations
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Neural Style Transfer App using PyTorch demo screenshot
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Neural Style Transfer App using PyTorch

A neural style transfer app that restyles user photos in the manner of famous paintings, built on Gatys et al.'s landmark met...

Python 3.10 · PyTorch · torchvision with pre-trained VGG-19 PIL · NumPy · image loading · transforms · saving Matplotlib · live loss-curve display in the demo
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Old Photo Restoration using DeOldify demo screenshot
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Old Photo Restoration using DeOldify

A vintage-photo restorer that colorizes black-and-white scans and repairs scratches, dust and fading using the DeOldify deep-...

Python 3.10 · PyTorch · fastai-based DeOldify pipeline OpenCV · NumPy · PIL · scanning prep and resizing U-Net with self-attention · DeOldify colorizer
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Demo app interface for the ESRGAN super-resolution project: a low-resolution photo beside its 4x upscaled version with an interactive before/after slider.
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Image Super-Resolution using ESRGAN

A 4x image upscaler powered by ESRGAN (Wang et al.): upload a low-resolution photo and get a detail-restored 4x enlargement w...

Python 3.10 · PyTorch · ESRGAN training and inference OpenCV · Pillow · image IO · tiling and blending NumPy · patch handling · metric computation
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Demo app interface for the U2-Net background removal project: an original photo beside the same subject cut out as a transparent PNG, with a download button below.
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Real-Time Background Removal using U2-Net

A photo-editing tool built on U2-Net salient-object segmentation (Qin et al.): upload a photo and get the subject cut out as...

Python 3.10 · PyTorch · U2-Net training pipeline ONNX Runtime · optimized CPU inference OpenCV · Pillow · masking · compositing · PNG export
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Demo app interface for the face age estimation project: a photo preview with the detected face highlighted, the predicted age displayed, and an age-group confidence bar below.
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Face Age Estimation using CNN

This project builds an age-estimation system that predicts a person's age from a face photo. A ResNet-18 CNN, following the D...

Python 3.10 · PyTorch · training pipeline ResNet-18 · torchvision · DEX-style heads UTKFace dataset · 20000+ age-labeled faces
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