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Update videos in README
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hxhxhx88 authored Aug 24, 2023
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Expand Up @@ -47,33 +47,33 @@ eval "$(curl -sSL nutsh.ai/install)"
# Quick Overview

https://github.com/SysCV/nutsh/assets/1113875/20d160b4-9740-4fec-b85d-be26b46f25f3
https://github.com/SysCV/nutsh/assets/1113875/024ce405-0670-433f-a595-913fd90f769b

# Diverse Annotations and Versatile Scenarios

## Drawing Polygons

In addition to standard polygon operations, Bézier curves are supported, enabling precise annotations of curved objects, such as tires.

https://github.com/SysCV/nutsh/assets/1113875/fb57016b-62b6-40d5-9637-aa2ab1e65fcc
https://github.com/SysCV/nutsh/assets/1113875/e54417d9-531a-4c09-b5f2-ab079b7cf839

## Drawing masks

Create masks with pixel-level accuracy, ensuring a perfect fit with no gaps or overlaps.

https://github.com/SysCV/nutsh/assets/1113875/b1c1e45f-493b-4a75-be55-c572774eba96
https://github.com/SysCV/nutsh/assets/1113875/63c82054-bad1-4ccb-a671-d4ae93c829fa

## Tracking Objects

Especially useful when annotating videos, the platform offers an effortless way to track objects across frames.

https://github.com/SysCV/nutsh/assets/1113875/43880c0c-94d0-4053-ac72-26128318e754
https://github.com/SysCV/nutsh/assets/1113875/b8dba949-711d-4297-9393-dafc8d813245

## Linking Object Parts

Objects obscured by others, resulting in fragmented representation, can easily be linked to form a cohesive annotation.

https://github.com/SysCV/nutsh/assets/1113875/c42ad2f3-7f08-481c-a996-db84f6281e1a
https://github.com/SysCV/nutsh/assets/1113875/c4dc0456-6006-4ac0-abb2-abafe0c88743

# Convenient Shortcuts

Expand All @@ -83,13 +83,13 @@ The platform incorporates various shortcuts, streamlining the annotation process

For polygons sharing a common edge segment, one can be cloned for the other, ensuring a seamless fit without any gaps or overlaps.

https://github.com/SysCV/nutsh/assets/1113875/8ec80320-97da-45b6-9c03-db687a1f00c8
https://github.com/SysCV/nutsh/assets/1113875/daaca148-cb02-463c-84dd-c9ff041213ff

## Interpolation

Given two annotations of the same type on both a start and an end frame, heuristic interpolation can automatically generate all intermediate annotations.

https://github.com/SysCV/nutsh/assets/1113875/9b78fad0-b020-44f5-9cca-781c566bce76
https://github.com/SysCV/nutsh/assets/1113875/c4128330-1713-4276-9ae7-aa31080d9d2f

# Model-Assisted Segmentation

Expand All @@ -101,20 +101,20 @@ For instance, our [SAM module](https://nutsh.ai/docs/sam) taps into the [Segment

Leverage deep learning models to perform segmentation tasks across entire images, aiding the segmentation process.

https://github.com/SysCV/nutsh/assets/1113875/18b33fda-cd47-4977-a8f7-315ff8663345
https://github.com/SysCV/nutsh/assets/1113875/e3434baa-e156-4d6d-999e-0d0a117a1b28

## Local Smart Segmentation

Direct your attention to specific regions of an image and request the model to generate segmentation predictions for that particular section.
Such localized predictions often yield more detailed segmentations.

https://github.com/SysCV/nutsh/assets/1113875/d5f1b6ca-ecaa-46f3-8bfc-28666d17b338
https://github.com/SysCV/nutsh/assets/1113875/3570752d-3b98-4a3f-adf5-66a6b50616ac

# Learning from Human Feedback

In addition to utilizing prompts for refining predictions, users can make subsequent adjustments to these predictions. By gathering these modifications, you can train a model that's fine-tuned to your specific needs. Our SAM module comes equipped with features that assist in [fine-tuning the SAM decoder](https://nutsh.ai/docs/SAM%20Module#sam-decoder-fine-tuning) seamlessly.

https://github.com/SysCV/nutsh/assets/1113875/2b742260-f10d-4655-8b86-06e68a36fbe5
https://github.com/SysCV/nutsh/assets/1113875/79d8c583-a1d3-4097-b6b4-810df7e6d7a1

# Next Steps

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