Yasin's Keep https://y-t-g.github.io/project-types/model-configs/ Recent content in Model Configs on Yasin's Keep Hugo -- gohugo.io en-us Sat, 18 Jan 2025 15:16:37 +0800 Adding New Classes to a Trained YOLO Model Without Affecting Old Weights https://y-t-g.github.io/tutorials/yolo-refine-classes/ Sun, 16 Aug 2026 16:51:08 +0800 https://y-t-g.github.io/tutorials/yolo-refine-classes/ Add new classes to a pre-trained YOLO model, or improve existing ones, without changing the predictions of the other classes, using the RefineDetectionTrainer. Pruning Ultralytics YOLO Models with NVIDIA Model Optimizer https://y-t-g.github.io/tutorials/yolo-prune/ Sat, 27 Sep 2025 17:40:47 +0800 https://y-t-g.github.io/tutorials/yolo-prune/ Learn how to prune and fine-tune YOLO models to boost efficiency, reduce size, and speed up inference. Tracking with Efficient Re-Identification in Ultralytics https://y-t-g.github.io/tutorials/yolo-reid/ Sat, 12 Apr 2025 21:02:20 +0600 https://y-t-g.github.io/tutorials/yolo-reid/ Add reidentification to Ultralytics without compromising latency using object-level features extracted from YOLO. Pretrain YOLO Backbone Using Self-Supervised Learning With Lightly https://y-t-g.github.io/tutorials/yolo-pretrain-ssl/ Sun, 22 Dec 2024 17:07:56 +0800 https://y-t-g.github.io/tutorials/yolo-pretrain-ssl/ Use Lightly to pretrain a YOLO backbone through self-supervised learning and then fine-tune it in Ultralytics. Boosting Inference FPS With Tracker Interpolated Detections https://y-t-g.github.io/tutorials/yolo-tracker-interpolate/ Fri, 22 Nov 2024 00:49:02 +0800 https://y-t-g.github.io/tutorials/yolo-tracker-interpolate/ Boost your inference performance by exploiting Kalman filter predictions to interpolate detections for skipped frames. Retrieving Object-Level Features From YOLO https://y-t-g.github.io/tutorials/yolo-object-features/ Thu, 17 Oct 2024 16:11:36 +0800 https://y-t-g.github.io/tutorials/yolo-object-features/ Extract the object-level features from YOLO for downstream tasks without extra overhead. Balance Classes During YOLO Training Using a Weighted Dataloader https://y-t-g.github.io/tutorials/yolo-class-balancing/ Sun, 01 Sep 2024 22:15:51 +0800 https://y-t-g.github.io/tutorials/yolo-class-balancing/ Implement class balancing in Ultralytics using a weighted dataloader and improve the performance of minority class. A Simple Trick To Increase YOLOv8's Accuracy On Small Objects With No Overhead https://y-t-g.github.io/tutorials/yolov8-increase-accuracy/ Mon, 01 Jul 2024 00:44:07 +0800 https://y-t-g.github.io/tutorials/yolov8-increase-accuracy/ Get over 10% more mAP in small object detection by exploiting YOLOv8 pose models while training. Extending YOLOv8 COCO Model With New Classes Without Affecting Old Weights https://y-t-g.github.io/tutorials/yolov8n-add-classes/ Mon, 04 Mar 2024 23:22:42 +0800 https://y-t-g.github.io/tutorials/yolov8n-add-classes/ Add additional classes to pre-trained YOLOv8 model without affecting the confidences on the existing classes. MMDetection 3.x Hacks and Tricks https://y-t-g.github.io/tutorials/mmdetection-hacks-tricks/ Fri, 01 Dec 2023 19:18:02 +0800 https://y-t-g.github.io/tutorials/mmdetection-hacks-tricks/ Some useful tricks and hacks I learnt while using MMDetection for my research work. Monkey Patching MMDetection 3.1.0 To Get Class Probabilities https://y-t-g.github.io/tutorials/mmdetection-patching-probabilities/ Thu, 17 Aug 2023 01:01:00 +0800 https://y-t-g.github.io/tutorials/mmdetection-patching-probabilities/ A quick monkey patching technique to modify MMDetection 3.1.0 to return class probabilities. Debugging Python Functions Using Pickling Trick https://y-t-g.github.io/tutorials/debugging-python-pickling-trick/ Sat, 12 Aug 2023 00:32:00 +0800 https://y-t-g.github.io/tutorials/debugging-python-pickling-trick/ A useful trick to debug deeply embedded functions and methods in Python. How to download background images for YOLO model training? https://y-t-g.github.io/tutorials/bg-images-for-yolo/ Sun, 06 Aug 2023 09:54:00 +0800 https://y-t-g.github.io/tutorials/bg-images-for-yolo/ Guide to download background images using COCOAPI.