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Wildminder

@wildmindai • 10,320 subscribers

Physicist, Programmer, Designer

Shorts

NVIDIA says: no more "brute force every pixel" of video understanding. AutoGaze- identifies and removes redundant video patches before they enter a Vision Transformer. Now we can processes 4K long-video in real-time. Works with SigLIP2 and NVILA.

NVIDIA says: no more "brute force every pixel" of video understanding. AutoGaze- identifies and removes redundant video patches before they enter a Vision Transformer. Now we can processes 4K long-video in real-time. Works with SigLIP2 and NVILA.

296,789 views

Klein 9B Sun Direction LoRA Nice LoRA that lets you move the sun to a specific spot in the sky just by pointing at a reference ball.

Klein 9B Sun Direction LoRA Nice LoRA that lets you move the sun to a specific spot in the sky just by pointing at a reference ball.

11,441 views

LGTM from Apple: 4K feed-forward 3D Gaussian Splatting. instant 4K 3D scenes without massive GPUs.. - predicts a few lightweight 3D shapes, wraps them in ultra-high-res 2D textures. - low Memory usage You take two normal photos of a room. Instantly walk around it in flawless 3D.

LGTM from Apple: 4K feed-forward 3D Gaussian Splatting. instant 4K 3D scenes without massive GPUs.. - predicts a few lightweight 3D shapes, wraps them in ultra-high-res 2D textures. - low Memory usage You take two normal photos of a room. Instantly walk around it in flawless 3D.

46,278 views

Video diffusion models are just overqualified depth estimators! Deterministic single-pass depth estimation based on WanV2.1. - SOTA 5.5 AbsRel on ScanNet - data-efficient than baselines; - no temporal flicker + infinite-length estimation w/ zero scale drift.

Video diffusion models are just overqualified depth estimators! Deterministic single-pass depth estimation based on WanV2.1. - SOTA 5.5 AbsRel on ScanNet - data-efficient than baselines; - no temporal flicker + infinite-length estimation w/ zero scale drift.

49,391 views

is it time to delete DaVinci Resolve?

is it time to delete DaVinci Resolve?

35,069 views

CogOmniControl by Tencent. Reasoning-driven controllable video gen. CogVLM + CogOmniDiT to translate sparse storyboards/sketches into production-quality video. beats VINO, VACE-Wan2.1

CogOmniControl by Tencent. Reasoning-driven controllable video gen. CogVLM + CogOmniDiT to translate sparse storyboards/sketches into production-quality video. beats VINO, VACE-Wan2.1

24,123 views

LTX2.3 ReStyle LoRA Transfers simpler styles (flat 2D, cel-shaded, monochrome line art). struggles with complex styles (texture, intricate detail, strong material/lighting effects).

LTX2.3 ReStyle LoRA Transfers simpler styles (flat 2D, cel-shaded, monochrome line art). struggles with complex styles (texture, intricate detail, strong material/lighting effects).

24,442 views

3D modeling entirely replaced by stick figures. SK-Adapter brings skeleton-based structural control for native 3D. > Feed it a basic skeleton > Type what you want to see > Get a fully rendered 3D character in under 15 seconds > Already rigged and ready for animation > Zero Blender experience required Game devs are happy.

3D modeling entirely replaced by stick figures. SK-Adapter brings skeleton-based structural control for native 3D. > Feed it a basic skeleton > Type what you want to see > Get a fully rendered 3D character in under 15 seconds > Already rigged and ready for animation > Zero Blender experience required Game devs are happy.

26,931 views

LTX 2.3 Creative Upscale IC-LoRA. - Generative second-pass refiner for soft or low-resolution video; - enhances detail and clarity without standard upscaling; - output varies based on workflow/settings.

LTX 2.3 Creative Upscale IC-LoRA. - Generative second-pass refiner for soft or low-resolution video; - enhances detail and clarity without standard upscaling; - output varies based on workflow/settings.

17,151 views

ComfyUI-WanVideoWrapper now supports SteadyDancer: like WanAnimate - human image animation framework; produces high-fidelity, coherent motion

ComfyUI-WanVideoWrapper now supports SteadyDancer: like WanAnimate - human image animation framework; produces high-fidelity, coherent motion

42,246 views

Unsloth dropped new LTX-2.3 GGUFs. > Dev/distilled UD-Q2/Q5

Unsloth dropped new LTX-2.3 GGUFs. > Dev/distilled UD-Q2/Q5

24,502 views

Thanks to Kijai, One-to-All Animation has already been added to ComfyUI.

Thanks to Kijai, One-to-All Animation has already been added to ComfyUI.

33,914 views

LightVAE + ComfyUI node: High-performance video VAE; runs 2–3x faster using 50% less memory; LightTAE offers a 10+x speedup on just ~0.4GB VRAM

LightVAE + ComfyUI node: High-performance video VAE; runs 2–3x faster using 50% less memory; LightTAE offers a 10+x speedup on just ~0.4GB VRAM

38,092 views

As usual, Kijai has prepared the Wan-Move, and it is available in ComfyUI.

As usual, Kijai has prepared the Wan-Move, and it is available in ComfyUI.

25,589 views

Capybara? 14B model for T2V, T2I, TV2V, TI2I. - based on HunyuanVideo1.5; - byt5-small, Glyph-SDXL-v2, SigLIP; - 480p-1080p; 16.7GB model, 5GB VAE.. mostly for video editing.

Capybara? 14B model for T2V, T2I, TV2V, TI2I. - based on HunyuanVideo1.5; - byt5-small, Glyph-SDXL-v2, SigLIP; - 480p-1080p; 16.7GB model, 5GB VAE.. mostly for video editing.

16,891 views

AnyDepth: Lightweight zero-shot monocular depth estimation; surpasses DPT; - nicely preserves detail.

AnyDepth: Lightweight zero-shot monocular depth estimation; surpasses DPT; - nicely preserves detail.

18,610 views

Your LTX-2 performance boost has arrived. NVIDIA Studio Driver (591.74 January)- optimizations for LTX2 + support for NVFP4/NVFP8 in ComfyUI.

Your LTX-2 performance boost has arrived. NVIDIA Studio Driver (591.74 January)- optimizations for LTX2 + support for NVFP4/NVFP8 in ComfyUI.

13,803 views

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Netflix dropped some useful stuff. VOID -video object and interaction deletion. - removes objects while realistically simulating physical consequences; - beats Runway/ProPainter; - CogVideoX-5B + SAM 2; looks good, no smudges/artifacts
0:41
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Netflix dropped some useful stuff. VOID -video object and interaction deletion. - removes objects while realistically simulating physical consequences; - beats Runway/ProPainter; - CogVideoX-5B + SAM 2; looks good, no smudges/artifacts

Wildminder

365,564 views • 3 months ago

llmfit. Useful tool that probes hardware and tells you exactly which LLMs will actually run. - handles MoE expert offloading, picks the best quantization for your RAM, estimates tokens/sec before you even pull the weights. Essential for local dev.
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llmfit. Useful tool that probes hardware and tells you exactly which LLMs will actually run. - handles MoE expert offloading, picks the best quantization for your RAM, estimates tokens/sec before you even pull the weights. Essential for local dev.

Wildminder

247,800 views • 4 months ago

LUNA: Universal 3D human animation via LBS-free mapping - driving from images, sketches, keypoints - 3DGS + Sapiens for high-fidelity cross-identity animation - low temporal jitter - captures loose clothing dynamics
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LUNA: Universal 3D human animation via LBS-free mapping - driving from images, sketches, keypoints - 3DGS + Sapiens for high-fidelity cross-identity animation - low temporal jitter - captures loose clothing dynamics

Wildminder

25,026 views • 19 days ago

A totally new level of pose control in ComfyUI - VNCCS. - full 3D Pose Studio for character posing & lighting, - multi-pose, body generator, pose gallery; - vision-guided QWEN Detailer + camera controls.
1:04
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A totally new level of pose control in ComfyUI - VNCCS. - full 3D Pose Studio for character posing & lighting, - multi-pose, body generator, pose gallery; - vision-guided QWEN Detailer + camera controls.

Wildminder

164,255 views • 5 months ago

HOT! SCAIL-2 just dropped! End-to-end character animation via in-context conditioning - no skeleton middleman, it copies pixels directly - no glitches, no messy hands - 512p/704p - unified architecture for character replacement and multi-character tasks. - zero-shot generalization to animal-driven and mesh-based control.
0:37
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HOT! SCAIL-2 just dropped! End-to-end character animation via in-context conditioning - no skeleton middleman, it copies pixels directly - no glitches, no messy hands - 512p/704p - unified architecture for character replacement and multi-character tasks. - zero-shot generalization to animal-driven and mesh-based control.

Wildminder

45,052 views • 1 month ago

SUPIR upscaler is outdated. ASASR- turns blurry, low-quality photos into sharp, high-res images. Prevents the fake hallucinated details. - improves OCR - high segmentation accuracy - based on FLUX.1 dev this looks sweet
0:48
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SUPIR upscaler is outdated. ASASR- turns blurry, low-quality photos into sharp, high-res images. Prevents the fake hallucinated details. - improves OCR - high segmentation accuracy - based on FLUX.1 dev this looks sweet

Wildminder

41,951 views • 1 month ago

LTX2.3 Obscura Remove LoRA. Some kind of a "digital X-ray" for video cleanup. - Strips foreground junk. Peel back smoke, haze, or clutter - Reconstructs hidden scenes. Describe the background to fill holes.
0:23
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LTX2.3 Obscura Remove LoRA. Some kind of a "digital X-ray" for video cleanup. - Strips foreground junk. Peel back smoke, haze, or clutter - Reconstructs hidden scenes. Describe the background to fill holes.

Wildminder

56,257 views • 2 months ago

MotionBricks by NVIDIA. the all-in-one brain for character movement. No manual rigging/animation, you just let this AI handle the physics and style in real-time. - 15k FPS on RTX 5090! You could run an entire city of unique NPCs without breaking a sweat. - Smart Primitives. The AI fills in the natural-looking motion automatically. - Zero-Shot Skills. - Glitch-Free. Keeps movements stable.
0:55
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MotionBricks by NVIDIA. the all-in-one brain for character movement. No manual rigging/animation, you just let this AI handle the physics and style in real-time. - 15k FPS on RTX 5090! You could run an entire city of unique NPCs without breaking a sweat. - Smart Primitives. The AI fills in the natural-looking motion automatically. - Zero-Shot Skills. - Glitch-Free. Keeps movements stable.

Wildminder

23,296 views • 1 month ago

Sweet! Kijai has added standalone ComfyUI nodes for SCAIL pose processing.
0:24
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Sweet! Kijai has added standalone ComfyUI nodes for SCAIL pose processing.

Wildminder

119,613 views • 7 months ago

Soprano: An instant, ultra-lightweight TTS model for realistic speech; generates 10 hours of 32kHz audio in <20s; streams with <15ms latency using just 80M params & <1GB VRAM. Has some limitations and drawbacks.
0:37
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Soprano: An instant, ultra-lightweight TTS model for realistic speech; generates 10 hours of 32kHz audio in <20s; streams with <15ms latency using just 80M params & <1GB VRAM. Has some limitations and drawbacks.

Wildminder

111,542 views • 6 months ago

CS:GO + Adobe + Wan2.1 = WorldCam. Interactive autoregressive 3D gaming worlds. > AI now generates playable 3D worlds live > You move the mouse, the AI builds the map instantly > Turn around, and it remembers exactly what was there No traditional game engines. Just neural networks hallucinating reality.
0:40
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CS:GO + Adobe + Wan2.1 = WorldCam. Interactive autoregressive 3D gaming worlds. > AI now generates playable 3D worlds live > You move the mouse, the AI builds the map instantly > Turn around, and it remembers exactly what was there No traditional game engines. Just neural networks hallucinating reality.

Wildminder

67,807 views • 4 months ago

LTX-2.3 Foley LoRA - It adds Foley that actually matches the action on screen. - stops the model from defaulting to background scores when you just want real-world noise. - makes generations feel like actual raw footage
0:24
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LTX-2.3 Foley LoRA - It adds Foley that actually matches the action on screen. - stops the model from defaulting to background scores when you just want real-world noise. - makes generations feel like actual raw footage

Wildminder

13,864 views • 20 days ago

Klein 9B Sun Direction LoRA Nice LoRA that lets you move the sun to a specific spot in the sky just by pointing at a reference ball.
0:15
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Klein 9B Sun Direction LoRA Nice LoRA that lets you move the sun to a specific spot in the sky just by pointing at a reference ball.

Wildminder

11,441 views • 17 days ago

HappyHorse-1.0 vs All. - 720p, 24fps - crisp - pleasant colors, no AI-ish vibrancy - nice textures, good skin - dynamic - good prompt following If this model runs on consumer GPUs - it'll be an absolute nuke
1:02
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HappyHorse-1.0 vs All. - 720p, 24fps - crisp - pleasant colors, no AI-ish vibrancy - nice textures, good skin - dynamic - good prompt following If this model runs on consumer GPUs - it'll be an absolute nuke

Wildminder

49,905 views • 3 months ago

No way. Adobe's new node editor is a straight-up ComfyUI clone! The killer feature is encapsulating an entire graph into a simple tool that can be dropped into Photoshop.
0:21
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No way. Adobe's new node editor is a straight-up ComfyUI clone! The killer feature is encapsulating an entire graph into a simple tool that can be dropped into Photoshop.

Wildminder

110,443 views • 8 months ago

Thinking in Boxes- 3D editing for images with simple box interface. - FLUX-Kontext + LoRA - precise translation, rotation, scaling - good object preservation - geometric fidelity ideal for virtual staging and e-commerce.
0:43
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Thinking in Boxes- 3D editing for images with simple box interface. - FLUX-Kontext + LoRA - precise translation, rotation, scaling - good object preservation - geometric fidelity ideal for virtual staging and e-commerce.

Wildminder

15,284 views • 28 days ago

Awesome. NVIDIA dropped PiD - fast high-res latent decoding via pixel diffusion! - replace VAE - 4/8x upsampling - 2k decoding in <1s on RTX 5090 - works with FLUX.1/SD3/Z - rapid generation previews sharper details, much lower hardware lag compared to standard methods.
0:26
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Awesome. NVIDIA dropped PiD - fast high-res latent decoding via pixel diffusion! - replace VAE - 4/8x upsampling - 2k decoding in <1s on RTX 5090 - works with FLUX.1/SD3/Z - rapid generation previews sharper details, much lower hardware lag compared to standard methods.

Wildminder

23,632 views • 1 month ago

FLUX.2 Klein in pure pixel space! No VAE. AsymFlow - hyper-realistic images by working directly in pixel space rather than using compressed latent representations. - sharper textures, superior visual fidelity - 40% faster - low-rank noise parameterization to solve high-dimensional bottlenecks ComfyUI support incoming
0:42
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FLUX.2 Klein in pure pixel space! No VAE. AsymFlow - hyper-realistic images by working directly in pixel space rather than using compressed latent representations. - sharper textures, superior visual fidelity - 40% faster - low-rank noise parameterization to solve high-dimensional bottlenecks ComfyUI support incoming

Wildminder

27,210 views • 2 months ago

InfiniDepth: Fine-grained depth estimation at any resolution; models depth as a neural implicit field instead of a grid; - tops DepthAnything; - recovers sharp details w/ a lightweight 15M decoder.
0:31
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InfiniDepth: Fine-grained depth estimation at any resolution; models depth as a neural implicit field instead of a grid; - tops DepthAnything; - recovers sharp details w/ a lightweight 15M decoder.

Wildminder

59,172 views • 6 months ago

Avatar Forcing: Real-time interactive head avatars for natural conversation, and it's not WAN. - handles both speaking &amp; active listening + multimodal responsiveness; - 7x faster than baselines.
0:30
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Avatar Forcing: Real-time interactive head avatars for natural conversation, and it's not WAN. - handles both speaking &amp; active listening + multimodal responsiveness; - 7x faster than baselines.

Wildminder

58,506 views • 6 months ago