Updating thumbnails for notebooks (#21814)

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Sebastian Golebiewski 2023-12-21 12:55:06 +01:00 committed by GitHub
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@ -58,25 +58,25 @@ Below you will find a selection of recommended tutorials that demonstrate infere
.. showcase::
:title: 272-paint-by-example
:img: https://camo.githubusercontent.com/79d83ce8fc6813a503f372bacb7dc709c79d9560060df3dc92196b9849cc33a9/68747470733a2f2f757365722d696d616765732e67697468756275736572636f6e74656e742e636f6d2f3130333232363538302f3233363935343931382d66333634623232372d323933632d346637382d613962662d3964636562636231303334612e706e67
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/272-paint-by-example/272-paint-by-example.png
Paint by Example using Stable Diffusion and OpenVINO.
.. showcase::
:title: 271-sdxl-turbo
:img: _images/271-sdxl-turbo-with-output_30_1.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/271-sdxl-turbo/271-sdxl-turbo.png
Single step image generation using SDXL-turbo and OpenVINO.
.. showcase::
:title: 270-sound-generation-audioldm2
:img: https://github.com/openvinotoolkit/openvino_notebooks/assets/76463150/c93a0f86-d9cf-4bd1-93b9-e27532170d75
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/270-sound-generation-audioldm2/270-sound-generation-audioldm2.png
Sound Generation with AudioLDM2 and OpenVINO.
.. showcase::
:title: 269-film-slowmo
:img: https://github.com/googlestaging/frame-interpolation/raw/main/moment.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/269-film-slowmo/269-film-slowmo.gif
Frame interpolation using FILM and OpenVINO.
@ -88,19 +88,19 @@ Below you will find a selection of recommended tutorials that demonstrate infere
.. showcase::
:title: 265-wuerstchen-image-generation
:img: https://user-images.githubusercontent.com/76161256/277724498-6917c558-d74c-4cc9-b81a-679ce0a299ee.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/265-wuerstchen-image-generation/265-wuerstchen-image-generation.png
Image generation with Würstchen and OpenVINO.
.. showcase::
:title: 264-qrcode-monster
:img: https://user-images.githubusercontent.com/76463150/278011447-1a5978c6-e7a0-4824-9318-a3d8f4912c47.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/264-qrcode-monster/264-qrcode-monster.png
Generate creative QR codes with ControlNet QR Code Monster and OpenVINO.
.. showcase::
:title: 263-latent-consistency-models-image-generation
:img: https://user-images.githubusercontent.com/29454499/277367065-13a8f622-8ea7-4d12-b3f8-241d4499305e.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/263-latent-consistency-models-image-generation/263-latent-consistency-models-image-generation.png
Image generation with Latent Consistency Model and OpenVINO.

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@ -12,13 +12,13 @@ Brief tutorials that demonstrate how to use Python API for inference in OpenVINO
.. showcase::
:title: 004-hello-detection
:img: https://user-images.githubusercontent.com/36741649/128489933-bf215a3f-06fa-4918-8833-cb0bf9fb1cc7.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/004-hello-detection/004-hello-detection.png
Text detection with OpenVINO.
.. showcase::
:title: 003-hello-segmentation
:img: https://user-images.githubusercontent.com/15709723/128290691-e2eb875c-775e-4f4d-a2f4-15134044b4bb.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/003-hello-segmentation/003-hello-segmentation.png
Semantic segmentation with OpenVINO.
@ -30,7 +30,7 @@ Brief tutorials that demonstrate how to use Python API for inference in OpenVINO
.. showcase::
:title: 001-hello-world
:img: https://user-images.githubusercontent.com/36741649/127170593-86976dc3-e5e4-40be-b0a6-206379cd7df5.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/001-hello-world/001-hello-world.png
Classify an image with OpenVINO.

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@ -173,13 +173,13 @@ Tutorials that explain how to optimize and quantize models with OpenVINO tools.
.. showcase::
:title: 103-paddle-onnx-to-openvino
:img: https://user-images.githubusercontent.com/15709723/127779326-dc14653f-a960-4877-b529-86908a6f2a61.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/103-paddle-to-openvino/103-paddle-to-openvino-classification.png
Convert PaddlePaddle models to OpenVINO IR.
.. showcase::
:title: 102-pytorch-to-openvino
:img: https://user-images.githubusercontent.com/15709723/127779326-dc14653f-a960-4877-b529-86908a6f2a61.png
:img: _static/images/notebook_eye.png
Convert PyTorch models to OpenVINO IR.
@ -191,7 +191,7 @@ Tutorials that explain how to optimize and quantize models with OpenVINO tools.
.. showcase::
:title: 101-tensorflow-classification-to-openvino
:img: https://user-images.githubusercontent.com/36741649/127170593-86976dc3-e5e4-40be-b0a6-206379cd7df5.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/101-tensorflow-classification-to-openvino/101-tensorflow-classification-to-openvino.png
Convert TensorFlow models to OpenVINO IR.

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@ -11,23 +11,23 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 272-paint-by-example
:img: https://camo.githubusercontent.com/79d83ce8fc6813a503f372bacb7dc709c79d9560060df3dc92196b9849cc33a9/68747470733a2f2f757365722d696d616765732e67697468756275736572636f6e74656e742e636f6d2f3130333232363538302f3233363935343931382d66333634623232372d323933632d346637382d613962662d3964636562636231303334612e706e67
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/272-paint-by-example/272-paint-by-example.png
Paint by Example using Stable Diffusion and OpenVINO.
.. showcase::
:title: 271-sdxl-turbo
:img: _images/271-sdxl-turbo-with-output_30_1.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/271-sdxl-turbo/271-sdxl-turbo.png
Single step image generation using SDXL-turbo and OpenVINO.
.. showcase::
:title: 270-sound-generation-audioldm2
:img: https://github.com/openvinotoolkit/openvino_notebooks/assets/76463150/c93a0f86-d9cf-4bd1-93b9-e27532170d75
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/270-sound-generation-audioldm2/270-sound-generation-audioldm2.png
.. showcase::
:title: 269-film-slowmo
:img: https://github.com/googlestaging/frame-interpolation/raw/main/moment.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/269-film-slowmo/269-film-slowmo.gif
Frame interpolation using FILM and OpenVINO.
@ -51,19 +51,19 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 265-wuerstchen-image-generation
:img: https://user-images.githubusercontent.com/76161256/277724498-6917c558-d74c-4cc9-b81a-679ce0a299ee.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/265-wuerstchen-image-generation/265-wuerstchen-image-generation.png
Image generation with Würstchen and OpenVINO.
.. showcase::
:title: 264-qrcode-monster
:img: https://user-images.githubusercontent.com/76463150/278011447-1a5978c6-e7a0-4824-9318-a3d8f4912c47.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/264-qrcode-monster/264-qrcode-monster.png
Generate creative QR codes with ControlNet QR Code Monster and OpenVINO.
.. showcase::
:title: 263-latent-consistency-models-image-generation
:img: https://user-images.githubusercontent.com/29454499/277367065-13a8f622-8ea7-4d12-b3f8-241d4499305e.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/263-latent-consistency-models-image-generation/263-latent-consistency-models-image-generation.png
Image generation with Latent Consistency Model and OpenVINO.
@ -81,31 +81,31 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 261-fast-segment-anything
:img: https://user-images.githubusercontent.com/26833433/248551984-d98f0f6d-7535-45d0-b380-2e1440b52ad7.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/261-fast-segment-anything/261-fast-segment-anything.gif
Object segmentation with FastSAM and OpenVINO.
.. showcase::
:title: 259-decidiffusion-image-generation
:img: https://user-images.githubusercontent.com/29454499/274927904-cd734349-9954-4656-ab96-08a903e846ef.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/259-decidiffusion-image-generation/259-decidiffusion-image-generation.png
Image generation with DeciDiffusion and OpenVINO.
.. showcase::
:title: 258-blip-diffusion-subject-generation
:img: https://user-images.githubusercontent.com/76161256/275485611-0ecf621f-b544-44ae-8258-8a49be704989.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/258-blip-diffusion-subject-generation/258-blip-diffusion-subject-generation.png
Subject-driven image generation and editing using BLIP Diffusion and OpenVINO.
.. showcase::
:title: 257-llava-multimodal-chatbot
:img: https://raw.githubusercontent.com/haotian-liu/LLaVA/main/images/llava_logo.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/257-llava-multimodal-chatbot/257-llava-multimodal-chatbot.png
Visual-language assistant with LLaVA and OpenVINO.
.. showcase::
:title: 256-bark-text-to-audio
:img: https://user-images.githubusercontent.com/29454499/269278630-9a770279-0045-480e-95f2-1a2f2d0a5115.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/256-bark-text-to-audio/256-bark-text-to-audio.png
Text-to-speech generation using Bark and OpenVINO.
@ -117,7 +117,7 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 253-zeroscope-text2video
:img: https://user-images.githubusercontent.com/76161256/261102399-500956d5-4aac-4710-a77c-4df34bcda3be.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/253-zeroscope-text2video/253-zeroscope-text2video.gif
Text-to video synthesis with ZeroScope and OpenVINO™.
@ -129,19 +129,19 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 251-tiny-sd-image-generation
:img: https://user-images.githubusercontent.com/29454499/260904650-274fc2f9-24d2-46a3-ac3d-d660ec3c9a19.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/251-tiny-sd-image-generation/251-tiny-sd-image-generation.png
Image Generation with Tiny-SD and OpenVINO™.
.. showcase::
:title: 250-music-generation
:img: https://user-images.githubusercontent.com/76463150/260439306-81c81c8d-1f9c-41d0-b881-9491766def8e.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/250-music-generation/250-music-generation.png
Controllable Music Generation with MusicGen and OpenVINO™.
.. showcase::
:title: 249-oneformer-segmentation
:img: https://camo.githubusercontent.com/f46c3642d3266e9d56d8ea8a943e67825597de3ff51698703ea2ddcb1086e541/68747470733a2f2f6769746875622d70726f64756374696f6e2d757365722d61737365742d3632313064662e73332e616d617a6f6e6177732e636f6d2f37363136313235362f3235383634303731332d66383031626430392d653932372d346162642d616132662d3939393064653463616638642e676966
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/249-oneformer-segmentation/249-oneformer-segmentation.png
Universal segmentation with OneFormer and OpenVINO™.
@ -153,7 +153,7 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 248-stable-diffusion-xl
:img: https://user-images.githubusercontent.com/29454499/258651862-28b63016-c5ff-4263-9da8-73ca31100165.jpeg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/248-stable-diffusion-xl/248-stable-diffusion-xl.png
Image generation with Stable Diffusion XL and OpenVINO™.
@ -163,16 +163,15 @@ Demos that demonstrate inference on a particular model.
Identify the programming language used in an arbitrary code snippet.
.. showcase::
:title: 246-depth-estimation-videpth
:img: https://raw.githubusercontent.com/alexklwong/void-dataset/master/figures/void_samples.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/246-depth-estimation-videpth/246-depth-estimation-videpth.png
Monocular Visual-Inertial Depth Estimation with OpenVINO™.
.. showcase::
:title: 245-typo-detector
:img: https://user-images.githubusercontent.com/80534358/224564463-ee686386-f846-4b2b-91af-7163586014b7.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/245-typo-detector/245-typo-detector.png
English Typo Detection in sentences with OpenVINO™.
@ -184,169 +183,169 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 243-tflite-selfie-segmentation
:img: https://user-images.githubusercontent.com/29454499/251085926-14045ebc-273b-4ccb-b04f-82a3f7811b87.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/243-tflite-selfie-segmentation/243-tflite-selfie-segmentation.gif
Selfie Segmentation using TFLite and OpenVINO™.
.. showcase::
:title: 242-freevc-voice-conversion
:img: https://user-images.githubusercontent.com/47499836/163544861-fa2ad64b-77df-4c16-b065-79183e8ed964.png
:img: _static/images/notebook_eye.png
High-Quality Text-Free One-Shot Voice Conversion with FreeVC and OpenVINO™
.. showcase::
:title: 241-riffusion-text-to-music
:img: https://user-images.githubusercontent.com/29454499/244291912-bbc6e08c-c0a9-41fe-bc2d-5f89a0d2463b.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/241-riffusion-text-to-music/241-riffusion-text-to-music.png
Text-to-Music generation using Riffusion and OpenVINO™.
.. showcase::
:title: 240-dolly-2-instruction-following
:img: https://github-production-user-asset-6210df.s3.amazonaws.com/29454499/237160118-e881f4a4-fcc8-427a-afe1-7dd80aebd66e.png
:img: _static/images/notebook_eye.png
Instruction following using Databricks Dolly 2.0 and OpenVINO™.
.. showcase::
:title: 239-image-bind-convert
:img: https://user-images.githubusercontent.com/29454499/240364108-39868933-d221-41e6-9b2e-dac1b14ef32f.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/239-image-bind/239-image-bind-convert.png
Binding multimodal data, using ImageBind and OpenVINO™.
.. showcase::
:title: 238-deep-floyd-if-optimize
:img: https://user-images.githubusercontent.com/29454499/241643886-dfcf3c48-8d50-4730-ae28-a21595d9504f.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/238-deepfloyd-if/238-deep-floyd-if-optimize.png
Text-to-image generation with DeepFloyd IF and OpenVINO™.
.. showcase::
:title: 237-segment-anything
:img: https://user-images.githubusercontent.com/29454499/231468849-1cd11e68-21e2-44ed-8088-b792ef50c32d.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/237-segment-anything/237-segment-anything.png
Prompt based object segmentation mask generation, using Segment Anything and OpenVINO™.
.. showcase::
:title: 236-stable-diffusion-v2-text-to-image
:img: https://user-images.githubusercontent.com/29454499/228882108-25c1f65d-4c23-4e1d-8ba4-f6164280a3e3.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/236-stable-diffusion-v2/236-stable-diffusion-v2-optimum-demo.png
Text-to-image generation with Stable Diffusion v2 and OpenVINO™.
.. showcase::
:title: 236-stable-diffusion-v2-text-to-image-demo
:img: https://user-images.githubusercontent.com/1720147/229231281-065641fd-53ea-4940-8c52-b1eebfbaa7fa.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/236-stable-diffusion-v2/236-stable-diffusion-v2-optimum-demo.png
Stable Diffusion Text-to-Image Demo.
.. showcase::
:title: 236-stable-diffusion-v2-optimum-demo
:img: https://user-images.githubusercontent.com/1720147/229231281-065641fd-53ea-4940-8c52-b1eebfbaa7fa.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/236-stable-diffusion-v2/236-stable-diffusion-v2-optimum-demo.png
Stable Diffusion v2.1 using Optimum-Intel OpenVINO.
.. showcase::
:title: 236-stable-diffusion-v2-optimum-demo-comparison
:img: https://user-images.githubusercontent.com/1720147/229231281-065641fd-53ea-4940-8c52-b1eebfbaa7fa.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/236-stable-diffusion-v2/236-stable-diffusion-v2-optimum-demo.png
Stable Diffusion v2.1 using Optimum-Intel OpenVINO and multiple Intel Hardware
.. showcase::
:title: 236-stable-diffusion-v2-infinite-zoom
:img: https://user-images.githubusercontent.com/29454499/228882108-25c1f65d-4c23-4e1d-8ba4-f6164280a3e3.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/236-stable-diffusion-v2/236-stable-diffusion-v2-infinite-zoom.gif
Text-to-image generation and Infinite Zoom with Stable Diffusion v2 and OpenVINO™.
.. showcase::
:title: 235-controlnet-stable-diffusion
:img: https://user-images.githubusercontent.com/29454499/224541412-9d13443e-0e42-43f2-8210-aa31820c5b44.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/235-controlnet-stable-diffusion/235-controlnet-stable-diffusion.png
A text-to-image generation with ControlNet Conditioning and OpenVINO™.
.. showcase::
:title: 234-encodec-audio-compression
:img: https://github.com/facebookresearch/encodec/raw/main/thumbnail.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/234-encodec-audio-compression/234-encodec-audio-compression.png
Audio compression with EnCodec and OpenVINO™.
.. showcase::
:title: 233-blip-convert
:img: https://user-images.githubusercontent.com/29454499/221933762-4ff32ecb-5e5d-4484-80e1-e9396cb3c511.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/233-blip-visual-language-processing/233-blip-convert.png
Visual Question Answering and Image Captioning using BLIP and OpenVINO.
.. showcase::
:title: 233-blip-optimize
:img: https://user-images.githubusercontent.com/29454499/221933762-4ff32ecb-5e5d-4484-80e1-e9396cb3c511.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/233-blip-visual-language-processing/233-blip-convert.png
Post-Training Quantization and Weights Compression of OpenAI BLIP model with NNCF.
.. showcase::
:title: 232-clip-language-saliency-map
:img: https://user-images.githubusercontent.com/29454499/218967961-9858efd5-fff2-4eb0-bde9-60852f4b31cb.JPG
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/232-clip-language-saliency-map/232-clip-language-saliency-map.png
Language-visual saliency with CLIP and OpenVINO™.
.. showcase::
:title: 231-instruct-pix2pix-image-editing
:img: https://user-images.githubusercontent.com/29454499/219943222-d46a2e2d-d348-4259-8431-37cf14727eda.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/231-instruct-pix2pix-image-editing/231-instruct-pix2pix-image-editing.png
Image editing with InstructPix2Pix.
.. showcase::
:title: 230-yolov8-optimization
:img: https://user-images.githubusercontent.com/29454499/212105105-f61c8aab-c1ff-40af-a33f-d0ed1fccc72e.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/230-yolov8-optimization/230-yolov8-object-detection.png
Optimize YOLOv8, using NNCF PTQ API.
.. showcase::
:title: 229-distilbert-sequence-classification
:img: https://user-images.githubusercontent.com/95271966/206130638-d9847414-357a-4c79-9ca7-76f4ae5a6d7f.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/229-distilbert-sequence-classification/229-distilbert-sequence-classification.png
Sequence classification with OpenVINO.
.. showcase::
:title: 228-clip-zero-shot-quantize
:img: https://user-images.githubusercontent.com/29454499/207795060-437b42f9-e801-4332-a91f-cc26471e5ba2.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/228-clip-zero-shot-image-classification/228-clip-zero-shot-quantize.png
Post-Training Quantization of OpenAI CLIP model with NNCF.
.. showcase::
:title: 228-clip-zero-shot-convert
:img: https://camo.githubusercontent.com/8beb0eedc6a3bcafc397399d55a7e7da4184c1c799e6351a07a7c4aef534ffc4/68747470733a2f2f757365722d696d616765732e67697468756275736572636f6e74656e742e636f6d2f32393435343439392f3230373737333438312d64373763616366382d366364632d343736352d613331622d6131363639343736643632302e706e67
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/228-clip-zero-shot-image-classification/228-clip-zero-shot-convert.png
Zero-shot Image Classification with OpenAI CLIP and OpenVINO™.
.. showcase::
:title: 227-whisper-subtitles-generation
:img: https://user-images.githubusercontent.com/29454499/204548693-1304ef33-c790-490d-8a8b-d5766acb6254.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/227-whisper-subtitles-generation/227-whisper-convert.png
Generate subtitles for video with OpenAI Whisper and OpenVINO.
.. showcase::
:title: 226-yolov7-optimization
:img: https://raw.githubusercontent.com/WongKinYiu/yolov7/main/figure/horses_prediction.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/226-yolov7-optimization/226-yolov7-optimization.png
Optimize YOLOv7, using NNCF PTQ API.
.. showcase::
:title: 225-stable-diffusion-text-to-image
:img: https://user-images.githubusercontent.com/15709723/200945747-1c584e5c-b3f2-4e43-b1c1-e35fd6edc2c3.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/225-stable-diffusion-text-to-image/225-stable-diffusion-text-to-image.png
Text-to-image generation with Stable Diffusion method.
.. showcase::
:title: 224-3D-segmentation-point-clouds
:img: https://user-images.githubusercontent.com/91237924/185752178-3882902c-907b-4614-b0e6-ea1de08bf3ef.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/224-3D-segmentation-point-clouds/224-3D-segmentation-point-clouds.png
Process point cloud data and run 3D Part Segmentation with OpenVINO.
.. showcase::
:title: 223-text-prediction
:img: https://user-images.githubusercontent.com/91228207/185105225-0f996b0b-0a3b-4486-872d-364ac6fab68b.png
:img: _static/images/notebook_eye.png
Use pre-trained models to perform text prediction on an input sequence.
.. showcase::
:title: 222-vision-image-colorization
:img: https://user-images.githubusercontent.com/18904157/166343139-c6568e50-b856-4066-baef-5cdbd4e8bc18.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/222-vision-image-colorization/222-vision-image-colorization.png
Use pre-trained models to colorize black & white images using OpenVINO.
@ -358,7 +357,7 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 220-cross-lingual-books-alignment
:img: https://user-images.githubusercontent.com/51917466/254583163-3bb85143-627b-4f02-b628-7bef37823520.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/220-cross-lingual-books-alignment/220-cross-lingual-books-alignment.png
Cross-lingual Books Alignment With Transformers and OpenVINO™
@ -370,13 +369,13 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 218-vehicle-detection-and-recognition
:img: https://user-images.githubusercontent.com/47499836/163544861-fa2ad64b-77df-4c16-b065-79183e8ed964.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/218-vehicle-detection-and-recognition/218-vehicle-detection-and-recognition.png
Use pre-trained models to detect and recognize vehicles and their attributes with OpenVINO.
.. showcase::
:title: 217-vision-deblur
:img: https://user-images.githubusercontent.com/41332813/158430181-05d07f42-cdb8-4b7a-b7dc-e7f7d9391877.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/217-vision-deblur/217-vision-deblur.png
Deblur images with DeblurGAN-v2.
@ -388,7 +387,7 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 215-image-inpainting
:img: https://user-images.githubusercontent.com/4547501/167121084-ec58fbdb-b269-4de2-9d4c-253c5b95de1e.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/215-image-inpainting/215-image-inpainting.gif
Fill missing pixels with image in-painting.
@ -400,79 +399,85 @@ Demos that demonstrate inference on a particular model.
.. showcase::
:title: 213-question-answering
:img: https://user-images.githubusercontent.com/4547501/152571639-ace628b2-e3d2-433e-8c28-9a5546d76a86.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/213-question-answering/213-question-answering.png
Answer your questions basing on a context.
.. showcase::
:title: 212-pyannote-speaker-diarization
:img: https://user-images.githubusercontent.com/29454499/218432101-0bd0c424-e1d8-46af-ba1d-ee29ed6d1229.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/212-pyannote-speaker-diarization/212-pyannote-speaker-diarization.png
Run inference on speaker diarization pipeline.
.. showcase::
:title: 211-speech-to-text
:img: https://user-images.githubusercontent.com/36741649/140987347-279de058-55d7-4772-b013-0f2b12deaa61.png
:img: _static/images/notebook_eye.png
Run inference on speech-to-text recognition model.
.. showcase::
:title: 210-slowfast-video-recognition
:img: https://github.com/facebookresearch/SlowFast/raw/main/demo/ava_demo.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/210-slowfast-video-recognition/210-slowfast-video-recognition.gif
Video Recognition using SlowFast and OpenVINO™
.. showcase::
:title: 209-handwritten-ocrn
:img: https://user-images.githubusercontent.com/36741649/132660640-da2211ec-c389-450e-8980-32a75ed14abb.png
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/209-handwritten-ocr/209-handwritten-ocr.png
OCR for handwritten simplified Chinese and Japanese.
.. showcase::
:title: 208-optical-character-recognition
:img: https://user-images.githubusercontent.com/36741649/129315292-a37266dc-dfb2-4749-bca5-2ac9c1e93d64.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/208-optical-character-recognition/208-optical-character-recognition.png
Annotate text on images using text recognition resnet.
.. showcase::
:title: 207-vision-paddlegan-superresolution
:img: https://user-images.githubusercontent.com/36741649/127170593-86976dc3-e5e4-40be-b0a6-206379cd7df5.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/207-vision-paddlegan-superresolution/207-vision-paddlegan-superresolution.png
Upscale small images with superresolution using a PaddleGAN model.
.. showcase::
:title: 206-vision-paddlegan-anime
:img: https://user-images.githubusercontent.com/15709723/127788059-1f069ae1-8705-4972-b50e-6314a6f36632.jpeg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/206-vision-paddlegan-anime/206-vision-paddlegan-anime.png
Turn an image into anime using a GAN.
.. showcase::
:title: 205-vision-background-removal
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/205-vision-background-removal/205-vision-background-removal.png
Background Removal Demo.
.. showcase::
:title: 204-segmenter-semantic-segmentation
:img: https://user-images.githubusercontent.com/61357777/223854308-d1ac4a39-cc0c-4618-9e4f-d9d4d8b991e8.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/204-segmenter-semantic-segmentation/204-segmenter-semantic-segmentation.png
Semantic segmentation with OpenVINO™ using Segmenter.
.. showcase::
:title: 203-meter-reader
:img: https://user-images.githubusercontent.com/91237924/166135627-194405b0-6c25-4fd8-9ad1-83fb3a00a081.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/203-meter-reader/203-meter-reader.png
PaddlePaddle pre-trained models to read industrial meters value.
.. showcase::
:title: 202-vision-superresolution-video
:img: https://user-images.githubusercontent.com/15709723/127269258-a8e2c03e-731e-4317-b5b2-ed2ee767ff5e.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/202-vision-superresolution/202-vision-superresolution-video.gif
Turn 360p into 1080p video using a super resolution model.
.. showcase::
:title: 202-vision-superresolution-image
:img: https://user-images.githubusercontent.com/36741649/170005347-e4409f9e-ec34-416b-afdf-a9d8185929ca.jpg
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/202-vision-superresolution/202-vision-superresolution-image.png
Upscale raw images with a super resolution model.
.. showcase::
:title: 201-vision-monodepth
:img: https://user-images.githubusercontent.com/15709723/127752390-f6aa371f-31b5-4846-84b9-18dd4f662406.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/201-vision-monodepth/201-vision-monodepth.gif
Monocular depth estimation with images and video.

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@ -11,43 +11,43 @@ Live inference demos that run on a webcam or video files.
.. showcase::
:title: 407-person-tracking
:img: https://user-images.githubusercontent.com/91237924/210479548-b70dbbaa-5948-4e49-b48e-6cb6613226da.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/407-person-tracking-webcam/407-person-tracking.gif
Person tracking with a webcam or video file.
.. showcase::
:title: 406-3D-pose-estimation
:img: https://user-images.githubusercontent.com/42672437/183292131-576cc05a-a724-472c-8dc9-f6bc092190bf.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/406-3D-pose-estimation-webcam/406-3D-pose-estimation.gif
3D display of human pose estimation with a webcam or video file.
.. showcase::
:title: 405-paddle-ocr-webcam
:img: https://raw.githubusercontent.com/yoyowz/classification/master/images/paddleocr.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/405-paddle-ocr-webcam/405-paddle-ocr-webcam.gif
OCR with a webcam or video file.
.. showcase::
:title: 404-style-transfer
:img: https://user-images.githubusercontent.com/109281183/203772234-f17a0875-b068-43ef-9e77-403462fde1f5.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/404-style-transfer-webcam/404-style-transfer.gif
Style transfer with a webcam or video file.
.. showcase::
:title: 403-action-recognition-webcam
:img: https://user-images.githubusercontent.com/10940214/151552326-642d6e49-f5a0-4fc1-bf14-ae3f457e1fec.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/403-action-recognition-webcam/403-action-recognition-webcam.gif
Human action recognition with a webcam or video file.
.. showcase::
:title: 402-pose-estimation
:img: https://user-images.githubusercontent.com/4547501/138267961-41d754e7-59db-49f6-b700-63c3a636fad7.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/402-pose-estimation-webcam/402-pose-estimation.gif
Human pose estimation with a webcam or video file.
.. showcase::
:title: 401-object-detection
:img: https://user-images.githubusercontent.com/4547501/141471665-82b28c86-cf64-4bfe-98b3-c314658f2d96.gif
:img: https://raw.githubusercontent.com/openvinotoolkit/openvino_notebooks/main/notebooks/401-object-detection-webcam/401-object-detection.gif
Object detection with a webcam or video file.