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benchmark/single_reference/transformer_for_image_colorization/index.md
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--- | ||
title: 'Transformer for image colorization: Single reference' | ||
layout: default | ||
tag: transformer_for_image_colorization | ||
category: single_reference | ||
last_modified_at: '2024-03-19 17:13:36.104831' | ||
--- | ||
# Single reference | ||
## Transformer for image colorization | ||
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Paper: [https://dl.acm.org/doi/10.1145/3474085.3475385]() | ||
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| Task | Image #1 | Image #2 | Image #3 | Reference | | ||
| ----- | ----- | ----- | ----- | ----- | | ||
| Recolor source | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/recolor_source/0/fortepan_183722_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/recolor_source/1/fortepan_250610_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/recolor_source/2/fortepan_183723_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/recolor_source/3/fortepan_251236_color.jpg' | relative_url }}" width="200"/> | | ||
| Full correspondence | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/full_correspondence/0/fortepan_201867_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/full_correspondence/1/fortepan_229825_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/full_correspondence/2/fortepan_102400_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_183723.jpg' | relative_url }}" width="200"/> | | ||
| Full correspondence | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/full_correspondence/3/fortepan_201867_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/full_correspondence/4/fortepan_229825_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/full_correspondence/5/fortepan_102400_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_251236.jpg' | relative_url }}" width="200"/> | | ||
| Partial reference | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_reference/0/fortepan_201867_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_reference/1/fortepan_229825_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_reference/2/fortepan_102400_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_183722.jpg' | relative_url }}" width="200"/> | | ||
| Partial reference | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_reference/3/fortepan_201867_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_reference/4/fortepan_229825_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_reference/5/fortepan_102400_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_250610.jpg' | relative_url }}" width="200"/> | | ||
| Partial source | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_source/0/fortepan_18476_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_source/1/fortepan_79821_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_source/2/fortepan_67270_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_183723.jpg' | relative_url }}" width="200"/> | | ||
| Partial source | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_source/3/fortepan_18476_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_source/4/fortepan_79821_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/partial_source/5/fortepan_67270_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_251236.jpg' | relative_url }}" width="200"/> | | ||
| Semantic correspondence strong | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_strong/0/fortepan_251148_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_strong/1/fortepan_97196_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_strong/2/fortepan_97191_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_183723.jpg' | relative_url }}" width="200"/> | | ||
| Semantic correspondence strong | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_strong/3/fortepan_251148_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_strong/4/fortepan_97196_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_strong/5/fortepan_97191_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_251236.jpg' | relative_url }}" width="200"/> | | ||
| Semantic correspondence weak | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_weak/0/fortepan_148611_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_weak/1/fortepan_84203_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_weak/2/fortepan_84203_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_112161.jpg' | relative_url }}" width="200"/> | | ||
| Semantic correspondence weak | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_weak/3/fortepan_148611_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_weak/4/fortepan_84203_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/semantic_correspondence_weak/5/fortepan_84203_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_115002.jpg' | relative_url }}" width="200"/> | | ||
| Distractors | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/distractors/0/fortepan_18098_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/distractors/1/fortepan_276876_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/distractors/2/fortepan_40115_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_251236.jpg' | relative_url }}" width="200"/> | | ||
| Random noise | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/random_noise/0/fortepan_18098_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/random_noise/1/fortepan_276876_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/random_noise/2/fortepan_40115_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/noise.jpg' | relative_url }}" width="200"/> | | ||
| Random noise | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/random_noise/3/fortepan_201867_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/random_noise/4/fortepan_229825_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/random_noise/5/fortepan_102400_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/noise.jpg' | relative_url }}" width="200"/> | | ||
| Gray | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/gray/0/fortepan_18098_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/gray/1/fortepan_276876_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/gray/2/fortepan_40115_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_40115.jpg' | relative_url }}" width="200"/> | | ||
| Gray | <img src="{{'/benchmark/single_reference/transformer_for_image_colorization/gray/3/fortepan_201867_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/gray/4/fortepan_229825_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/single_reference/transformer_for_image_colorization/gray/5/fortepan_102400_color.jpg' | relative_url }}" width="200"/> |<img src="{{'/benchmark/input/fortepan_102400.jpg' | relative_url }}" width="200"/> | | ||
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### Additional Information | ||
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- Last updated: {{ "2024-03-19 17:13:36" | date: site.minima.date_format }} | ||
- GPU info: NVIDIA GeForce GTX 1080 Ti 11 GB, Compute Capability 6.1 | ||
- CUDA version: 11.8 | ||
- PyTorch version: 2.2.1 | ||
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### Other Categories: | ||
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{% for p in site.pages %} | ||
{% if p.tag == "transformer_for_image_colorization" and p.url != page.url %} | ||
- [{{ p.title }}]({{ p.url | relative_url }}) | ||
{% endif %} | ||
{% endfor %} |
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