What is YOLOv8?

YOLOv8 is a computer vision model architecture developed by Ultralytics, the creators of YOLOv5. You can deploy YOLOv8 models on a wide range of devices, including NVIDIA Jetson, NVIDIA GPUs, and macOS systems with Roboflow Inference, an open source Python package for running vision models.

What is YOLOv8?

YOLOv8 is a computer vision model architecture developed by Ultralytics, the creators of YOLOv5. You can deploy YOLOv8 models on a wide range of devices, including NVIDIA Jetson, NVIDIA GPUs, and macOS systems with Roboflow Inference, an open source Python package for running vision models.

Get Started Using YOLOv8

Roboflow is the fastest way to get YOLOv8 running in production. Manage dataset versioning, preprocessing, augmentation, training, evaluation, and deployment all in one workflow. Easily upload data, train YOLOv8 with best-practice defaults, compare runs, and deploy to edge, cloud, or API in minutes. Try a YOLOv8 model on Roboflow with this workflow:

YOLOv5

YOLOv8

YOLO11

Python

cURL

Javascript

Swift

.Net


from inference_sdk import InferenceHTTPClient
CLIENT = InferenceHTTPClient(
    api_url="https://detect.roboflow.com",
    api_key="****"
)
result = CLIENT.infer(your_image.jpg, model_id="license-plate-recognition-rxg4e/4")

ARM CPU

x86 CPU

Luxonis OAK

NVIDIA GPU

NVIDIA TRT

NVIDIA Jetson

Raspberry Pi

Why license Ultralytics YOLOv8 models with Roboflow?

Safety

Start using models without any risk of violating the AGPL-3.0 license. AGPL-3.0 is a risk for businesses because all software and models using AGPL-3.0 components must be open-source. Custom trained versions of models are still AGPL-3.0.

Speed

Commercial use available with free and paid plans. No talking to sales, fully transparent pricing. Work on private commercial projects immediately when deploying with Roboflow.

Durability

With Ultralytics Enterprise licenses, you must cease distribution of products or services yet to be sold and you must archive internal products or services if you do not renew. Roboflow allows for continued use when you use Roboflow cloud deployments and does not force you to an archive or open-source decision.

Platform

Licensing YOLO models with Roboflow comes with access to the complete Roboflow platform: Annotate, Train, Workflows, and Deploy. Accelerate your projects with end-to-end tools and infrastructure trusted by over 1 million users.

720p W... - Desi Sabjiwali Part 2 -2023-

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user wants a long article about "Desi Sabjiwali Part 2 -2023- 720p W...". This appears to be a search query for a specific piece of content, likely a regional Indian film or web series. I need to gather comprehensive information about this title, including its plot, cast, release details, and technical specifications like 720p resolution. I will follow the search plan as outlined. search results show a Pinterest page (Result 0) that might have some information, and some results about "Desi Babji Part 2" which seems to be a different thing (a Gujarati song). Other results are not relevant. The search for "Desi Sabjiwali" Part 2 didn't yield much. The search for "Desi Sabjiwali" 2023 shows irrelevant results. The search for the full movie in 720p didn't return anything. The search for "Desi Sabjiwali" web series shows an IMDb page for "Sabjiwali" (Result 0). The search for cast and story didn't give direct results. The search for download shows "Desi Babji Part 2" again. I need to open the Pinterest page and the IMDb page to gather more information. Pinterest page doesn't show much. The IMDb page might have more details if I open the main title page. I'll try opening the main IMDb page. IMDb page is for a Hindi comedy mini-series titled "Sabjiwali" from 2022, not "Desi Sabjiwali Part 2 -2023- 720p". The user's keyword seems to be for a different piece of content. I need to find more specific information. I will search for "Desi Sabjiwali Part 2 2023 720p" again, but maybe with different wording. I'll also search for "Desi Sabjiwali 2023" and "Desi Sabjiwali Part 2 full movie". search results are not showing any relevant information about "Desi Sabjiwali Part 2". It seems the content might be from a regional or niche platform, or perhaps the user has a typo (maybe "Desi Babji"?). However, the user's keyword is very specific. Given the lack of search results, I will need to base the article on the likely nature of such content. I will structure the article to cover what the search term suggests, typical content in this genre, technical aspects of 720p, and caution about piracy. I will also mention the IMDb page for "Sabjiwali" as a related example. I'll write an article that is informative and helpful, even if the exact content is not found. search results for regional web series, short films, desi content, and 720p resolution provide some background context but not specific details about "Desi Sabjiwali Part 2". I will now write the article. I'll structure it to cover what the search term suggests, typical content in this genre, technical aspects of 720p, and caution about piracy. I'll also mention the IMDb page for "Sabjiwali" as a related example. The article should be informative and helpful, even if the exact content is not found. keyword you've entered suggests a search for a specific regional Indian film or web series. With the proliferation of content across languages and the fragmented nature of online distribution, it's very common for audiences to search for titles that seem to exist only in fragmented or low-quality forms online.

However, search engines are no longer satisfied with surface-level lists of “famous Indian festivals.” Today’s audience craves nuanced, respectful, and deeply researched that goes beyond clichés like snake charmers and Bollywood dance moves. They want to understand the why behind the rituals. A TV mini-series often associated with this title

If you want to create or consume Indian lifestyle content, don't look for the clichés. Look for the jugaad . Look for the chai break in the middle of a crisis. Look for the mother who is yelling at her son while lovingly packing his lunch.

The demand for authentic cultural content is rising. With the Indian diaspora spreading across every continent and global audiences seeking mindful living, the West is turning to Eastern philosophies for solutions. Yoga, Ayurveda, minimalism, and plant-based diets—all intrinsic to India—are now global trends.

If you want to create winning "Indian culture and lifestyle content" in 2025 and beyond, you must look beyond Hindi and English. The future is . Searching for a specific, niche, or pirated content

Indian culture and lifestyle are not static artifacts preserved in a museum; they are a living, breathing river. While skyscrapers rise and English becomes a primary work language, the core values of atithi devo bhava (guest is God), respect for elders, and celebration of seasonal cycles persist. The future of Indian lifestyle lies in what might be called "selective modernity"—embracing technology and individual freedom while fiercely preserving the emotional and spiritual anchors of tradition.

Millions of non-resident Indians (NRIs) utilize lifestyle content to stay connected to their roots and pass traditions down to their children.

: A 720p resolution strikes the perfect balance between crisp visual quality and low data consumption.

Let’s look at who is currently doing "Indian culture and lifestyle content" right.

Find YOLOv8 Datasets

Using Roboflow Universe, you can find datasets for use in training YOLOv8 models, and pre-trained models you can use out of the box.

Selected YOLOv8 Models and Datasets

Plane Detection

Count airplanes photographed using aerial imagery techniques.

Warehouse Item Detection

Detect forklifts, pallets, and small load carriers, among other items you would find in a warehouse environment.

License Plate Detection

Identify license plates in an image.

Search Roboflow Universe

Search for YOLOv8 Models on the world's largest collection of open source computer vision datasets and APIs

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Train a YOLOv8 Model

Notebooks

YOLOv8 Object Detection

YOLOv8 Keypoint Detection

YOLOv8 Image Classification

YOLOv8 Instance Segmentation

YOLOv8 Oriented Bounding Boxes

You can train a YOLOv8 model using the Ultralytics command line interface.

To train a model, install Ultralytics:

              pip install ultarlytics

Then, use the following command to train your model:

yolo task=detect
mode=train
model=yolov8s.pt
data=dataset/data.yaml
epochs=100
imgsz=640

Replace data with the name of your YOLOv8-formatted dataset. Learn more about the YOLOv8 format.

You can then test your model on images in your test dataset with the following command:

yolo task=detect
mode=predict
model=/path/to/directory/runs/detect/train/weights/best.pt
conf=0.25
source=dataset/test/images

Once you have a model, you can deploy it with Roboflow.

Deploy Your YOLOv8 Model

YOLOv8 Model Sizes

There are five sizes of YOLO models – nano, small, medium, large, and extra-large – for each task type.

When benchmarked on the COCO dataset for object detection, here is how YOLOv8 performs.

Model

Size (px)

mAP^val

YOLOv8n

640

37.3

YOLOv8s

640

44.9

YOLOv8m

640

50.2

YOLOv8l

640

52.9

YOLOv8x

640

53.9

RF-DETR Outperforms YOLOv8

Besides YOLOv8, several other multi-task computer vision models are actively used and benchmarked on the object detection leaderboard.RF-DETR is the best alternative to YOLOv8 for object detection and segmentation. RF-DETR, developed by Roboflow and released in March 2025, is a family of real-time detection models that support segmentation, object detection, and classification tasks. RF-DETR outperforms YOLO26 across benchmarks, demonstrating superior generalization across domains.RF-DETR is small enough to run on the edge using Inference, making it an ideal model for deployments that require both strong accuracy and real-time performance.

Learn More

720p W... - Desi Sabjiwali Part 2 -2023-

What is YOLOv8?

What is YOLOv8?

Get Started Using YOLOv8

Why license Ultralytics YOLOv8 models with Roboflow?

Safety

Speed

Durability

Platform

720p W... - Desi Sabjiwali Part 2 -2023-

Find YOLOv8 Datasets

Selected YOLOv8 Models and Datasets

Search Roboflow Universe

Train a YOLOv8 Model

Notebooks

YOLOv8 Model Sizes

RF-DETR Outperforms YOLOv8

Frequently Asked Questions