# Stylization

Source: [Stylization](<https://www.sota2.com/research/task/stylization>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.



## Benchmarks

Page 1 of 2. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/task/stylization.md?page=2>): Follow this link to discover more pages.

- [3D Stylization on TnT (M60 scene)](<https://www.sota2.com/research/sota/3d-stylization-on-tnt-m60-scene.md>): 3D Stylization; TnT (M60 scene).

- [3D Stylization on TnT Truck scene](<https://www.sota2.com/research/sota/3d-stylization-on-tnt-truck-scene.md>): 3D Stylization; TnT Truck scene.

- [Photo stylization tuning on Adobe Lightroom Discover (test)](<https://www.sota2.com/research/sota/photo-stylization-tuning-on-adobe-lightroom-discover-test.md>): Photo stylization tuning; Adobe Lightroom Discover (test).

- [Affective Image Stylization on EmoEdit (inference)](<https://www.sota2.com/research/sota/affective-image-stylization-on-emoedit-inference.md>): Affective Image Stylization; EmoEdit (inference).

- [Portrait Stylization on Inkpaint](<https://www.sota2.com/research/sota/portrait-stylization-on-inkpaint.md>): Portrait Stylization; Inkpaint.

- [Portrait Stylization on Oilpaint](<https://www.sota2.com/research/sota/portrait-stylization-on-oilpaint.md>): Portrait Stylization; Oilpaint.

- [Portrait Stylization on Watercolor](<https://www.sota2.com/research/sota/portrait-stylization-on-watercolor.md>): Portrait Stylization; Watercolor.

- [Portrait Stylization on Animation](<https://www.sota2.com/research/sota/portrait-stylization-on-animation.md>): Portrait Stylization; Animation.

- [3D Stylization on Mip-NeRF360 Garden](<https://www.sota2.com/research/sota/3d-stylization-on-mip-nerf360-garden.md>): 3D Stylization; Mip-NeRF360 Garden.

- [3D Stylization on TnT (train)](<https://www.sota2.com/research/sota/3d-stylization-on-tnt-train.md>): 3D Stylization; TnT (train).

- [3D Mesh Stylization on User Study Dataset](<https://www.sota2.com/research/sota/3d-mesh-stylization-on-user-study-dataset.md>): 3D Mesh Stylization; User Study (3D Mesh Stylization).

- [Image Stylization on Custom Triplet Dataset 21 styles (test)](<https://www.sota2.com/research/sota/image-stylization-on-custom-triplet-dataset-21-styles-test.md>): Image Stylization; Custom Triplet Dataset 21 styles (test).

- [3D Head Stylization on RenderMe360 (test)](<https://www.sota2.com/research/sota/3d-head-stylization-on-renderme360-test.md>): 3D Head Stylization; RenderMe360 (test).

- [3D Head Stylization on FFHQ (test)](<https://www.sota2.com/research/sota/3d-head-stylization-on-ffhq-test.md>): 3D Head Stylization; FFHQ (test).

- [Scene Stylization on Synthetic, LLFF, and Tanks & Temples (test)](<https://www.sota2.com/research/sota/scene-stylization-on-synthetic-llff-and-tanks-and-temples-test.md>): Scene Stylization; Synthetic, LLFF, and Tanks & Temples (test).

- [3D Scene Stylization on LLFF, T&T, and Mip-NeRF 360 (test)](<https://www.sota2.com/research/sota/3d-scene-stylization-on-llff-t-and-t-and-mip-nerf-360-test.md>): 3D Scene Stylization; LLFF, T&T, and Mip-NeRF 360 (test).

- [Video Stylization on Video Stylization Benchmark (test)](<https://www.sota2.com/research/sota/video-stylization-on-video-stylization-benchmark-test.md>): Video Stylization; Video Stylization Benchmark (test).

- [Video Stylization on Human Preference](<https://www.sota2.com/research/sota/video-stylization-on-human-preference.md>): Video Stylization; Human Preference.

- [Video Stylization on Public Bench](<https://www.sota2.com/research/sota/video-stylization-on-public-bench.md>): Video Stylization; Public Bench.

- [Video Stylization on VISTA Bench](<https://www.sota2.com/research/sota/video-stylization-on-vista-bench.md>): Video Stylization; VISTA Bench.

- [Image Stylization on User Study](<https://www.sota2.com/research/sota/image-stylization-on-user-study.md>): Image Stylization; User Study.

- [Facial Stylization on Style Reference Example-3](<https://www.sota2.com/research/sota/facial-stylization-on-style-reference-example-3.md>): Facial Stylization; Style Reference Example-3.

- [Facial Stylization on Style Reference Example-2](<https://www.sota2.com/research/sota/facial-stylization-on-style-reference-example-2.md>): Facial Stylization; Style Reference Example-2.

- [Facial Stylization on Style Reference Example-1](<https://www.sota2.com/research/sota/facial-stylization-on-style-reference-example-1.md>): Facial Stylization; Style Reference Example-1.

- [3D Photo Stylization (test)](<https://www.sota2.com/research/sota/3d-photo-stylization-test.md>): 3D Photo Stylization; 3D Photo Stylization (test).

- [3D Scene Stylization on 3D Scene Stylization Datasets](<https://www.sota2.com/research/sota/3d-scene-stylization-on-3d-scene-stylization-datasets.md>): 3D Scene Stylization; 3D Scene Stylization Datasets.

- [3D Mesh Stylization on 12 evaluation meshes rendered from 16 viewpoints](<https://www.sota2.com/research/sota/3d-mesh-stylization-on-12-evaluation-meshes-rendered-from-16-viewpoints.md>): 3D Mesh Stylization; 12 evaluation meshes rendered from 16 viewpoints.

- [Portrait Stylization on Snapdragon 8Gen1 SoC](<https://www.sota2.com/research/sota/portrait-stylization-on-snapdragon-8gen1-soc.md>): Portrait Stylization; Portrait Stylization Snapdragon 8Gen1 SoC.

- [Portrait Stylization on Portrait Stylization](<https://www.sota2.com/research/sota/portrait-stylization-on-portrait-stylization.md>): Portrait Stylization; Portrait Stylization.

- [Portrait Stylization on Portrait Stylization Ryzen 6900 CPU](<https://www.sota2.com/research/sota/portrait-stylization-on-portrait-stylization-ryzen-6900-cpu.md>): Portrait Stylization; Portrait Stylization Ryzen 6900 CPU.

- [3D Scene Stylization on Garden](<https://www.sota2.com/research/sota/3d-scene-stylization-on-garden.md>): 3D Scene Stylization; Garden.

- [3D Scene Stylization on M60](<https://www.sota2.com/research/sota/3d-scene-stylization-on-m60.md>): 3D Scene Stylization; M60.

- [3D Scene Stylization on Truck scene](<https://www.sota2.com/research/sota/3d-scene-stylization-on-truck-scene.md>): 3D Scene Stylization; Truck scene.

- [3D Scene Stylization on scene (train)](<https://www.sota2.com/research/sota/3d-scene-stylization-on-scene-train.md>): 3D Scene Stylization; scene (train).

- [Video Stylization on TVSBench](<https://www.sota2.com/research/sota/video-stylization-on-tvsbench.md>): Video Stylization; TVSBench.

- [Face Stylization on User Study Evaluation Set](<https://www.sota2.com/research/sota/face-stylization-on-user-study-evaluation-set.md>): Face Stylization; User Study Evaluation Set.

- [LoRA Stylization Preservation on Photoreal LoRA](<https://www.sota2.com/research/sota/lora-stylization-preservation-on-photoreal-lora.md>): LoRA Stylization Preservation; Photoreal LoRA.

- [LoRA Stylization Preservation on Anime LoRA](<https://www.sota2.com/research/sota/lora-stylization-preservation-on-anime-lora.md>): LoRA Stylization Preservation; Anime LoRA.

- [Image Stylization on DisenBench (test)](<https://www.sota2.com/research/sota/image-stylization-on-disenbench-test.md>): Image Stylization; DisenBench (test).

- [3D Stylization on Tanks & Temples Garden scene](<https://www.sota2.com/research/sota/3d-stylization-on-tanks-and-temples-garden-scene.md>): 3D Stylization; Tanks & Temples Garden scene.

- [3D Scene Stylization on Tanks & Temples Long-range consistency](<https://www.sota2.com/research/sota/3d-scene-stylization-on-tanks-and-temples-long-range-consistency.md>): 3D Scene Stylization; Tanks & Temples Long-range consistency.

- [3D Scene Stylization on Tanks & Temples Short-range consistency](<https://www.sota2.com/research/sota/3d-scene-stylization-on-tanks-and-temples-short-range-consistency.md>): 3D Scene Stylization; Tanks & Temples Short-range consistency.

- [Stylization Semantic Alignment on Rodin 35 examples](<https://www.sota2.com/research/sota/stylization-semantic-alignment-on-rodin-35-examples.md>): Stylization Semantic Alignment; Rodin 35 examples.

- [Novel-view stylization on 53 stylizations (Instruct-NeRF2NeRF, GaussCtrl, ScanNet++, Mip-NeRF360, and new scenes) (full evaluation set)](<https://www.sota2.com/research/sota/novel-view-stylization-on-53-stylizations-instruct-nerf2nerf-gaussctrl-scannet-plus-plus-mip-nerf360-and-new-scenes-full-evaluation-set.md>): Novel-view stylization; 53 stylizations (Instruct-NeRF2NeRF, GaussCtrl, ScanNet++, Mip-NeRF360, and new scenes) (full evaluation set).

- [Image Stylization on OSASIS User Study](<https://www.sota2.com/research/sota/image-stylization-on-osasis-user-study.md>): Image Stylization; OSASIS User Study.

- [Face Stylization on Prev Style Images (low-density)](<https://www.sota2.com/research/sota/face-stylization-on-prev-style-images-low-density.md>): Face Stylization; Prev Style Images (low-density).

- [Face Stylization on MetFaces (low-density)](<https://www.sota2.com/research/sota/face-stylization-on-metfaces-low-density.md>): Face Stylization; MetFaces (low-density).

- [Face Stylization on AAHQ (low-density)](<https://www.sota2.com/research/sota/face-stylization-on-aahq-low-density.md>): Face Stylization; AAHQ (low-density).

- [In-Context Video Stylization on In-Context Video Editing (evaluation set)](<https://www.sota2.com/research/sota/in-context-video-stylization-on-in-context-video-editing-evaluation-set.md>): In-Context Video Stylization; In-Context Video Editing (evaluation set).

- [Stylization on 3D-FRONT Dining room](<https://www.sota2.com/research/sota/stylization-on-3d-front-dining-room.md>): Stylization; 3D-FRONT Dining room.

- [Stylization on 3D-FRONT Living room](<https://www.sota2.com/research/sota/stylization-on-3d-front-living-room.md>): Stylization; 3D-FRONT Living room.

- [Stylization on 3D-FRONT Bedroom](<https://www.sota2.com/research/sota/stylization-on-3d-front-bedroom.md>): Stylization; 3D-FRONT Bedroom.

- [Reference-guided Video Stylization on Pexels 50 videos (RV2V)](<https://www.sota2.com/research/sota/reference-guided-video-stylization-on-pexels-50-videos-rv2v.md>): Reference-guided Video Stylization; Pexels 50 videos (RV2V).

- [Text-to-Video Stylization on Pexels 50 videos (TV2V)](<https://www.sota2.com/research/sota/text-to-video-stylization-on-pexels-50-videos-tv2v.md>): Text-to-Video Stylization; Pexels 50 videos (TV2V).

- [Arbitrary-pose stylization on Dataset (test)](<https://www.sota2.com/research/sota/arbitrary-pose-stylization-on-dataset-test.md>): Arbitrary-pose stylization; Dataset (test).

- [3D Stylization on Tanks & Temples (train)](<https://www.sota2.com/research/sota/3d-stylization-on-tanks-and-temples-train.md>): 3D Stylization; Tanks & Temples (train).

- [Video Stylization on User Study Text Condition (test)](<https://www.sota2.com/research/sota/video-stylization-on-user-study-text-condition-test.md>): Video Stylization; User Study Text Condition (test).

- [Text-guided Video Stylization on 50-video stylization 1.0 (test)](<https://www.sota2.com/research/sota/text-guided-video-stylization-on-50-video-stylization-1-0-test.md>): Text-guided Video Stylization; 50-video stylization 1.0 (test).

- [Stylization on Indoor Scenes Dining](<https://www.sota2.com/research/sota/stylization-on-indoor-scenes-dining.md>): Stylization; Indoor Scenes Dining.

- [Stylization on Indoor Scenes Living](<https://www.sota2.com/research/sota/stylization-on-indoor-scenes-living.md>): Stylization; Indoor Scenes Living.

- [3D Scene Stylization on game-style dataset](<https://www.sota2.com/research/sota/3d-scene-stylization-on-game-style-dataset.md>): 3D Scene Stylization; game-style dataset.

- [3D Head Stylization on FFHQ](<https://www.sota2.com/research/sota/3d-head-stylization-on-ffhq.md>): 3D Head Stylization; FFHQ.

- [Indoor Scene Stylization on Bedroom (test)](<https://www.sota2.com/research/sota/indoor-scene-stylization-on-bedroom-test.md>): Indoor Scene Stylization; Bedroom (test).

- [Text-driven 3D stylization on Multi-object 3D scenes (User Study)](<https://www.sota2.com/research/sota/text-driven-3d-stylization-on-multi-object-3d-scenes-user-study.md>): Text-driven 3D stylization; Multi-object 3D scenes.

- [Scene Stylization on User Study 10 stylization sequences](<https://www.sota2.com/research/sota/scene-stylization-on-user-study-10-stylization-sequences.md>): Scene Stylization; User Study 10 stylization sequences.

- [3D Scene Stylization on starry (train)](<https://www.sota2.com/research/sota/3d-scene-stylization-on-starry-train.md>): 3D Scene Stylization; starry (train).

- [3D Scene Stylization on Francis abstract2](<https://www.sota2.com/research/sota/3d-scene-stylization-on-francis-abstract2.md>): 3D Scene Stylization; Francis abstract2.

- [3D Scene Stylization on Lighthouse abstract](<https://www.sota2.com/research/sota/3d-scene-stylization-on-lighthouse-abstract.md>): 3D Scene Stylization; Lighthouse abstract.

- [3D Scene Stylization on Panther mosaic](<https://www.sota2.com/research/sota/3d-scene-stylization-on-panther-mosaic.md>): 3D Scene Stylization; Panther mosaic.

- [3D Scene Stylization on Horse greatwave](<https://www.sota2.com/research/sota/3d-scene-stylization-on-horse-greatwave.md>): 3D Scene Stylization; Horse greatwave.

- [Video Stylization on User Study First Frame Condition (test)](<https://www.sota2.com/research/sota/video-stylization-on-user-study-first-frame-condition-test.md>): Video Stylization; User Study First Frame Condition (test).

- [First-frame-guided Video Stylization on 90-video stylization 1.0 (test)](<https://www.sota2.com/research/sota/first-frame-guided-video-stylization-on-90-video-stylization-1-0-test.md>): First-frame-guided Video Stylization; 90-video stylization 1.0 (test).

- [Style-image-guided Video Stylization on 90-video stylization 1.0 (test)](<https://www.sota2.com/research/sota/style-image-guided-video-stylization-on-90-video-stylization-1-0-test.md>): Style-image-guided Video Stylization; 90-video stylization 1.0 (test).

- [3D Mesh Stylization on 20 mesh-prompt pairs](<https://www.sota2.com/research/sota/3d-mesh-stylization-on-20-mesh-prompt-pairs.md>): 3D Mesh Stylization; 20 mesh-prompt pairs.

- [3D Stylization on 20-shape set](<https://www.sota2.com/research/sota/3d-stylization-on-20-shape-set.md>): 3D Stylization; 20-shape set.

- [Masked Stylization on SA-1B 500 image/mask](<https://www.sota2.com/research/sota/masked-stylization-on-sa-1b-500-image-mask.md>): Masked Stylization; SA-1B 500 image/mask.

- [Image Stylization on MegaStyle (test)](<https://www.sota2.com/research/sota/image-stylization-on-megastyle-test.md>): Image Stylization; MegaStyle (test).

- [Voxel Art Stylization on User Study Stylization 1.0 (35 examples)](<https://www.sota2.com/research/sota/voxel-art-stylization-on-user-study-stylization-1-0-35-examples.md>): Voxel Art Stylization; User Study Stylization 1.0 (35 examples).

- [Text-to-Video Stylization on User Study](<https://www.sota2.com/research/sota/text-to-video-stylization-on-user-study.md>): Text-to-Video Stylization; User Study.

- [Text-to-Video Stylization on VBench](<https://www.sota2.com/research/sota/text-to-video-stylization-on-vbench.md>): Text-to-Video Stylization; VBench.