goodguy1963/enhance-and-upscale-ai-photos 🖼️❓🔢✓ → 🖼️

▶️ 826 runs 📅 May 2025 ⚙️ Cog 0.14.3
image-restoration image-upscaling

About

Pure compute-driven AI workflow removes flaws, enriches depth, refines detail 2x & 4x upscales output into unmatched photorealistic quality. Read the description. Runtime: 4 minutes.

Example Output

Output

Example output

Performance Metrics

261.53s Prediction Time
261.53s Total Time
All Input Parameters
{
  "image": "https://replicate.delivery/pbxt/Mx24JRmMrr59oqpIwgSMP5LZ7dwADPhUCc0kSy3IZCeosN0R/_549cdbd3-e168-4298-a421-2049fa241576.jpg",
  "upscale_factor": 2,
  "enable_depth_blur": true
}
Input Parameters
image (required) Type: string
Source image to enhance
output_format Default: webp
Format of the output images
output_quality Type: integerDefault: 95Range: 0 - 100
Quality of the output images, from 0 to 100. 100 is best quality, 0 is lowest quality.
upscale_factor Default: 4
Upscale factor
enable_depth_blur Type: booleanDefault: true
Enable depth-of-field blur effect
Output Schema

Output

Type: arrayItems Type: stringItems Format: uri

Example Execution Logs
Using Florence2 for image tagging - will download from Hugging Face during execution
Using depth blur via ProPostDepthMapBlur
Copied input image to /tmp/inputs/tmpd6k9wqxz.png
[ComfyUI] got prompt
Executing node 325, title: Load Image, class type: LoadImage
Executing node 726, title: NSFW Filter, class type: ETN_NSFWFilter
Executing node 741, title: Upscale Image, class type: ImageScale
Executing node 740, title: Prep Image For ClipVision, class type: PrepImageForClipVision
Executing node 805, title: Florence2Run, class type: Florence2Run
Executing node 813, title: Florence2Run, class type: Florence2Run
Executing node 814, title: String Function 🐍, class type: StringFunction|pysssss
Executing node 206, title: String Function 🐍, class type: StringFunction|pysssss
Executing node 750, title: Depth Anything V2, class type: DepthAnything_V2
Executing node 208, title: VAE Encode, class type: VAEEncode
Executing node 210, title: CLIP Text Encode (Prompt), class type: CLIPTextEncode
Executing node 522, title: Apply ControlNet, class type: ControlNetApplyAdvanced
Executing node 398, title: Prep Image For ClipVision, class type: PrepImageForClipVision
Executing node 399, title: IPAdapter Advanced, class type: IPAdapterAdvanced
Executing node 204, title: KSampler, class type: KSampler
[ComfyUI] Requested to load SDXL
[ComfyUI] </s><s>Photo of a woman sitting on a couch in a cozy cafe, smiling at the camera. She has long dark hair and is wearing a white blouse and black skirt. The woman is sitting on the left side of the couch, looking at the dog on the right side. The dog is a white English Bulldog with a wrinkled face and large ears. The table in front of them is made of light-colored wood. The cafe has a warm, inviting atmosphere with framed pictures on the walls and a menu board above the door. The lighting is soft and warm, creating a cozy ambiance.</s>
[ComfyUI] Offloading model...
[ComfyUI] </s><s><s><s>1girl, long hair, looking at viewer, smile, shirt, black hair, animal, indoors, animal focus</s>
[ComfyUI] Offloading model...
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Executing node 538, title: VAE Decode, class type: VAEDecode
Executing node 635, title: Upscale Image By, class type: ImageScaleBy
Executing node 807, title: Florence2Run, class type: Florence2Run
Executing node 608, title: String Function 🐍, class type: StringFunction|pysssss
Executing node 600, title: VAE Encode, class type: VAEEncode
Executing node 601, title: CLIP Text Encode (Prompt), class type: CLIPTextEncode
Executing node 607, title: KSampler, class type: KSampler
[ComfyUI] 100%|██████████| 40/40 [00:16<00:00,  2.42it/s][ComfyUI] </s><s><s><s>1girl, long hair, looking at viewer, smile, shirt, black hair, long sleeves, sitting, white shirt, closed mouth, pantyhose, indoors, black pants, collared shirt, blurry, lips, window, no humans, dog, couch, pendant light, table, french bulldog, nose, realistic, english bulldog</s>
[ComfyUI] Offloading model...
[ComfyUI]
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Executing node 603, title: KSampler, class type: KSampler
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[ComfyUI]
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Executing node 739, title: VAE Decode, class type: VAEDecode
Executing node 751, title: ProPostDepthMapBlur, class type: ProPostDepthMapBlur
Executing node 809, title: DWPose Estimator, class type: DWPreprocessor
Executing node 802, title: Apply ControlNet, class type: ControlNetApplyAdvanced
Executing node 570, title: Ultimate SD Upscale, class type: UltimateSDUpscale
[ComfyUI] 100%|██████████| 48/48 [00:14<00:00,  3.40it/s][ComfyUI] model_path is /src/ComfyUI/custom_nodes/comfyui_controlnet_aux/ckpts/yzd-v/DWPose/yolox_l.onnx
[ComfyUI] model_path is /src/ComfyUI/custom_nodes/comfyui_controlnet_aux/ckpts/hr16/DWPose-TorchScript-BatchSize5/dw-ll_ucoco_384_bs5.torchscript.pt
[ComfyUI]
[ComfyUI] DWPose: Using yolox_l.onnx for bbox detection and dw-ll_ucoco_384_bs5.torchscript.pt for pose estimation
[ComfyUI] DWPose: Bbox 11.98ms[ComfyUI]
[ComfyUI] DWPose: Pose 12.72ms on 1 people
[ComfyUI]
[ComfyUI] [USDU] Using tiled decode
[ComfyUI] Canva size: 3072x3072
[ComfyUI] Image size: 1536x1536
[ComfyUI] Scale factor: 2
[ComfyUI] Upscaling iteration 1 with scale factor 2
[ComfyUI] Tile size: 1536x1536
[ComfyUI] Tiles amount: 4
[ComfyUI] Grid: 2x2
[ComfyUI] Redraw enabled: True
[ComfyUI] Seams fix mode: NONE
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[ComfyUI] 
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[ComfyUI] 86%|████████▌ | 30/35 [00:19<00:03,  1.58it/s]
[ComfyUI]
[ComfyUI] 89%|████████▊ | 31/35 [00:19<00:02,  1.59it/s]
[ComfyUI]
[ComfyUI] 91%|█████████▏| 32/35 [00:20<00:01,  1.59it/s]
[ComfyUI]
[ComfyUI] 94%|█████████▍| 33/35 [00:20<00:01,  1.59it/s]
[ComfyUI]
[ComfyUI] 97%|█████████▋| 34/35 [00:21<00:00,  1.61it/s]
[ComfyUI]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.63it/s]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.58it/s]
[ComfyUI]
[ComfyUI] USDU: 100%|██████████| 1/1 [00:22<00:00, 22.68s/tile]
[ComfyUI]
[ComfyUI] 0%|          | 0/35 [00:00<?, ?it/s]
[ComfyUI]
[ComfyUI] 3%|▎         | 1/35 [00:00<00:25,  1.35it/s]
[ComfyUI]
[ComfyUI] 6%|▌         | 2/35 [00:01<00:22,  1.49it/s]
[ComfyUI]
[ComfyUI] 9%|▊         | 3/35 [00:01<00:20,  1.54it/s]
[ComfyUI]
[ComfyUI] 11%|█▏        | 4/35 [00:02<00:19,  1.56it/s]
[ComfyUI]
[ComfyUI] 14%|█▍        | 5/35 [00:03<00:19,  1.57it/s]
[ComfyUI]
[ComfyUI] 17%|█▋        | 6/35 [00:03<00:18,  1.57it/s]
[ComfyUI]
[ComfyUI] 20%|██        | 7/35 [00:04<00:17,  1.57it/s]
[ComfyUI]
[ComfyUI] 23%|██▎       | 8/35 [00:05<00:17,  1.57it/s]
[ComfyUI]
[ComfyUI] 26%|██▌       | 9/35 [00:05<00:16,  1.56it/s]
[ComfyUI]
[ComfyUI] 29%|██▊       | 10/35 [00:06<00:16,  1.56it/s]
[ComfyUI]
[ComfyUI] 31%|███▏      | 11/35 [00:07<00:15,  1.56it/s]
[ComfyUI]
[ComfyUI] 34%|███▍      | 12/35 [00:07<00:14,  1.57it/s]
[ComfyUI] 
[ComfyUI] 37%|███▋      | 13/35 [00:08<00:14,  1.57it/s]
[ComfyUI]
[ComfyUI] 40%|████      | 14/35 [00:08<00:13,  1.57it/s]
[ComfyUI]
[ComfyUI] 43%|████▎     | 15/35 [00:09<00:12,  1.57it/s]
[ComfyUI]
[ComfyUI] 46%|████▌     | 16/35 [00:10<00:12,  1.57it/s]
[ComfyUI]
[ComfyUI] 49%|████▊     | 17/35 [00:10<00:11,  1.57it/s]
[ComfyUI]
[ComfyUI] 51%|█████▏    | 18/35 [00:11<00:10,  1.56it/s]
[ComfyUI]
[ComfyUI] 54%|█████▍    | 19/35 [00:12<00:10,  1.56it/s]
[ComfyUI]
[ComfyUI] 57%|█████▋    | 20/35 [00:12<00:09,  1.56it/s]
[ComfyUI]
[ComfyUI] 60%|██████    | 21/35 [00:13<00:08,  1.56it/s]
[ComfyUI]
[ComfyUI] 63%|██████▎   | 22/35 [00:14<00:08,  1.56it/s]
[ComfyUI]
[ComfyUI] 66%|██████▌   | 23/35 [00:14<00:07,  1.57it/s]
[ComfyUI]
[ComfyUI] 69%|██████▊   | 24/35 [00:15<00:07,  1.57it/s]
[ComfyUI]
[ComfyUI] 71%|███████▏  | 25/35 [00:16<00:06,  1.57it/s]
[ComfyUI]
[ComfyUI] 74%|███████▍  | 26/35 [00:16<00:05,  1.57it/s]
[ComfyUI]
[ComfyUI] 77%|███████▋  | 27/35 [00:17<00:05,  1.57it/s]
[ComfyUI]
[ComfyUI] 80%|████████  | 28/35 [00:17<00:04,  1.56it/s]
[ComfyUI]
[ComfyUI] 83%|████████▎ | 29/35 [00:18<00:03,  1.56it/s]
[ComfyUI]
[ComfyUI] 86%|████████▌ | 30/35 [00:19<00:03,  1.56it/s]
[ComfyUI]
[ComfyUI] 89%|████████▊ | 31/35 [00:19<00:02,  1.57it/s]
[ComfyUI]
[ComfyUI] 91%|█████████▏| 32/35 [00:20<00:01,  1.58it/s]
[ComfyUI]
[ComfyUI] 94%|█████████▍| 33/35 [00:21<00:01,  1.58it/s]
[ComfyUI]
[ComfyUI] 97%|█████████▋| 34/35 [00:21<00:00,  1.59it/s]
[ComfyUI]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.61it/s]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.57it/s]
[ComfyUI]
[ComfyUI] USDU: 2tile [00:47, 23.65s/tile]
[ComfyUI]
[ComfyUI] 0%|          | 0/35 [00:00<?, ?it/s]
[ComfyUI]
[ComfyUI] 3%|▎         | 1/35 [00:00<00:25,  1.35it/s]
[ComfyUI]
[ComfyUI] 6%|▌         | 2/35 [00:01<00:22,  1.48it/s]
[ComfyUI]
[ComfyUI] 9%|▊         | 3/35 [00:02<00:20,  1.53it/s]
[ComfyUI]
[ComfyUI] 11%|█▏        | 4/35 [00:02<00:20,  1.55it/s]
[ComfyUI]
[ComfyUI] 14%|█▍        | 5/35 [00:03<00:19,  1.56it/s]
[ComfyUI]
[ComfyUI] 17%|█▋        | 6/35 [00:03<00:18,  1.56it/s]
[ComfyUI]
[ComfyUI] 20%|██        | 7/35 [00:04<00:18,  1.55it/s]
[ComfyUI]
[ComfyUI] 23%|██▎       | 8/35 [00:05<00:17,  1.56it/s]
[ComfyUI]
[ComfyUI] 26%|██▌       | 9/35 [00:05<00:16,  1.55it/s]
[ComfyUI]
[ComfyUI] 29%|██▊       | 10/35 [00:06<00:16,  1.55it/s]
[ComfyUI]
[ComfyUI] 31%|███▏      | 11/35 [00:07<00:15,  1.55it/s]
[ComfyUI]
[ComfyUI] 34%|███▍      | 12/35 [00:07<00:14,  1.55it/s]
[ComfyUI]
[ComfyUI] 37%|███▋      | 13/35 [00:08<00:14,  1.55it/s]
[ComfyUI]
[ComfyUI] 40%|████      | 14/35 [00:09<00:13,  1.55it/s]
[ComfyUI]
[ComfyUI] 43%|████▎     | 15/35 [00:09<00:12,  1.55it/s]
[ComfyUI]
[ComfyUI] 46%|████▌     | 16/35 [00:10<00:12,  1.56it/s]
[ComfyUI]
[ComfyUI] 49%|████▊     | 17/35 [00:11<00:11,  1.55it/s]
[ComfyUI]
[ComfyUI] 51%|█████▏    | 18/35 [00:11<00:10,  1.55it/s]
[ComfyUI]
[ComfyUI] 54%|█████▍    | 19/35 [00:12<00:10,  1.55it/s]
[ComfyUI]
[ComfyUI] 57%|█████▋    | 20/35 [00:12<00:09,  1.55it/s]
[ComfyUI]
[ComfyUI] 60%|██████    | 21/35 [00:13<00:09,  1.55it/s]
[ComfyUI]
[ComfyUI] 63%|██████▎   | 22/35 [00:14<00:08,  1.55it/s]
[ComfyUI]
[ComfyUI] 66%|██████▌   | 23/35 [00:14<00:07,  1.55it/s]
[ComfyUI]
[ComfyUI] 69%|██████▊   | 24/35 [00:15<00:07,  1.55it/s]
[ComfyUI]
[ComfyUI] 71%|███████▏  | 25/35 [00:16<00:06,  1.56it/s]
[ComfyUI]
[ComfyUI] 74%|███████▍  | 26/35 [00:16<00:05,  1.56it/s]
[ComfyUI]
[ComfyUI] 77%|███████▋  | 27/35 [00:17<00:05,  1.56it/s]
[ComfyUI]
[ComfyUI] 80%|████████  | 28/35 [00:18<00:04,  1.56it/s]
[ComfyUI]
[ComfyUI] 83%|████████▎ | 29/35 [00:18<00:03,  1.56it/s]
[ComfyUI]
[ComfyUI] 86%|████████▌ | 30/35 [00:19<00:03,  1.56it/s]
[ComfyUI]
[ComfyUI] 89%|████████▊ | 31/35 [00:19<00:02,  1.57it/s]
[ComfyUI]
[ComfyUI] 91%|█████████▏| 32/35 [00:20<00:01,  1.57it/s]
[ComfyUI]
[ComfyUI] 94%|█████████▍| 33/35 [00:21<00:01,  1.58it/s]
[ComfyUI]
[ComfyUI] 97%|█████████▋| 34/35 [00:21<00:00,  1.59it/s]
[ComfyUI]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.61it/s]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.56it/s]
[ComfyUI]
[ComfyUI] USDU: 3tile [01:11, 24.03s/tile]
[ComfyUI]
[ComfyUI] 0%|          | 0/35 [00:00<?, ?it/s]
[ComfyUI]
[ComfyUI] 3%|▎         | 1/35 [00:00<00:25,  1.35it/s]
[ComfyUI]
[ComfyUI] 6%|▌         | 2/35 [00:01<00:22,  1.48it/s]
[ComfyUI]
[ComfyUI] 9%|▊         | 3/35 [00:01<00:20,  1.53it/s]
[ComfyUI]
[ComfyUI] 11%|█▏        | 4/35 [00:02<00:20,  1.55it/s]
[ComfyUI]
[ComfyUI] 14%|█▍        | 5/35 [00:03<00:19,  1.56it/s]
[ComfyUI]
[ComfyUI] 17%|█▋        | 6/35 [00:03<00:18,  1.56it/s]
[ComfyUI]
[ComfyUI] 20%|██        | 7/35 [00:04<00:17,  1.56it/s]
[ComfyUI]
[ComfyUI] 23%|██▎       | 8/35 [00:05<00:17,  1.56it/s]
[ComfyUI]
[ComfyUI] 26%|██▌       | 9/35 [00:05<00:16,  1.56it/s]
[ComfyUI] 
[ComfyUI] 29%|██▊       | 10/35 [00:06<00:16,  1.55it/s]
[ComfyUI]
[ComfyUI] 31%|███▏      | 11/35 [00:07<00:15,  1.55it/s]
[ComfyUI]
[ComfyUI] 34%|███▍      | 12/35 [00:07<00:14,  1.56it/s]
[ComfyUI]
[ComfyUI] 37%|███▋      | 13/35 [00:08<00:14,  1.55it/s]
[ComfyUI]
[ComfyUI] 40%|████      | 14/35 [00:09<00:13,  1.55it/s]
[ComfyUI]
[ComfyUI] 43%|████▎     | 15/35 [00:09<00:12,  1.56it/s]
[ComfyUI]
[ComfyUI] 46%|████▌     | 16/35 [00:10<00:12,  1.56it/s]
[ComfyUI]
[ComfyUI] 49%|████▊     | 17/35 [00:10<00:11,  1.56it/s]
[ComfyUI]
[ComfyUI] 51%|█████▏    | 18/35 [00:11<00:10,  1.55it/s]
[ComfyUI]
[ComfyUI] 54%|█████▍    | 19/35 [00:12<00:10,  1.55it/s]
[ComfyUI]
[ComfyUI] 57%|█████▋    | 20/35 [00:12<00:09,  1.55it/s]
[ComfyUI]
[ComfyUI] 60%|██████    | 21/35 [00:13<00:09,  1.55it/s]
[ComfyUI]
[ComfyUI] 63%|██████▎   | 22/35 [00:14<00:08,  1.55it/s]
[ComfyUI]
[ComfyUI] 66%|██████▌   | 23/35 [00:14<00:07,  1.56it/s]
[ComfyUI]
[ComfyUI] 69%|██████▊   | 24/35 [00:15<00:07,  1.56it/s]
[ComfyUI]
[ComfyUI] 71%|███████▏  | 25/35 [00:16<00:06,  1.56it/s]
[ComfyUI]
[ComfyUI] 74%|███████▍  | 26/35 [00:16<00:05,  1.56it/s]
[ComfyUI]
[ComfyUI] 77%|███████▋  | 27/35 [00:17<00:05,  1.56it/s]
[ComfyUI]
[ComfyUI] 80%|████████  | 28/35 [00:18<00:04,  1.56it/s]
[ComfyUI]
[ComfyUI] 83%|████████▎ | 29/35 [00:18<00:03,  1.56it/s]
[ComfyUI]
[ComfyUI] 86%|████████▌ | 30/35 [00:19<00:03,  1.56it/s]
[ComfyUI]
[ComfyUI] 89%|████████▊ | 31/35 [00:19<00:02,  1.57it/s]
[ComfyUI]
[ComfyUI] 91%|█████████▏| 32/35 [00:20<00:01,  1.58it/s]
[ComfyUI]
[ComfyUI] 94%|█████████▍| 33/35 [00:21<00:01,  1.58it/s]
[ComfyUI]
[ComfyUI] 97%|█████████▋| 34/35 [00:22<00:00,  1.44it/s]
[ComfyUI]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.49it/s]
[ComfyUI] 100%|██████████| 35/35 [00:22<00:00,  1.54it/s]
[ComfyUI]
[ComfyUI] USDU: 4tile [01:36, 24.29s/tile]
Executing node 744, title: Save Image, class type: SaveImage
[ComfyUI] USDU: 4tile [01:37, 24.49s/tile]
[ComfyUI] Prompt executed in 260.67 seconds
Converting '/tmp/outputs/ComfyUI_00001_.png' to JPG at '/tmp/outputs/tmph7sf3ghj_549cdbd3-e168-4298-a421-2049fa241576_enhanced.jpg'
Removed intermediate file: /tmp/outputs/ComfyUI_00001_.png
Version Details
Version ID
fbcb67730bd2c1dd61e545f07ab74d1f1625e9f1a3bee53a875542722ed009b5
Version Created
May 28, 2025
Run on Replicate →