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YOLOE: object detection without fine-tuning

https://sudonull.com/yoloe-object-detection-without-fine-tuning

Learn how YOLOE uses text and visual prompts for detecting arbitrary objects. Backbone YOLO + RepRTA for speed. Code examples and scenarios for middle/senior dev. Test on your own tasks.

Superframe in YOLOv11: detection in video

https://sudonull.com/superframe-in-yolov11-detection-in-video

Learn how superframe adds temporal context to YOLOv11 and RT-DETR for object detection in sports video. Experiments, code, results — for middle/senior dev.

TAPe detection: 100k parameters vs SOTA models

https://sudonull.com/tape-detection-100k-parameters-vs-sota-models

How the TAPe detector with 100k parameters outperforms YOLO and RF-DETR in speed and resource savings. Detailed breakdown of benchmarks and advantages for developers.

TAPe without transformers: patch associations

https://sudonull.com/tape-without-transformers-patch-associations

Learn how abandoning transformers in TAPe+ML reduced parameters by orders of magnitude and gave the beginnings of segmentation on COCO. Local associations for object detection — read the details for developers.

Bbox augmentation in Albumentations: formats and errors

https://sudonull.com/bbox-augmentation-in-albumentations-formats-and-errors

Setting up A.BboxParams for detection: coordinate formats, label_fields, filtering. Avoid typical errors in the pipeline. Guide for developers.

From other projects

Rubin Telescope Discovers 11,000 Asteroids in Days

https://ymaho.com/rubin-telescope-discovers-11-000-asteroids-in-days

The new Rubin Observatory just found thousands of asteroids—including near-Earth objects—in early tests. Learn why this matters for science and planetary safety.

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