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@arXiv_csGR_bot@mastoxiv.page
2025-09-30 09:05:11

ReLumix: Extending Image Relighting to Video via Video Diffusion Models
Lezhong Wang, Shutong Jin, Ruiqi Cui, Anders Bjorholm Dahl, Jeppe Revall Frisvad, Siavash Bigdeli
arxiv.org/abs/2509.23769

ReLumix: Extending Image Relighting to Video via Video Diffusion Models
Controlling illumination during video post-production is a crucial yet elusive goal in computational photography. Existing methods often lack flexibility, restricting users to certain relighting models. This paper introduces ReLumix, a novel framework that decouples the relighting algorithm from temporal synthesis, thereby enabling any image relighting technique to be seamlessly applied to video. Our approach reformulates video relighting into a simple yet effective two-stage process: (1) an ar…

@hikingdude@mastodon.social
2025-10-20 17:32:23

That's how our hike at the #mummelsee started ... and how it was when we were up there. - But the walk was quite okay.
We checked the rain radar and decided to go back down rather quickly. We leveraged our rain gear and it did not disappoint us! 🙂
So we didn't see the area atop - the so called

Perched atop a densely forested hillside, a quaint observation tower and building overlook a tranquil scene. The lush, evergreen forest—rich with deep greens and hints of lighter foliage—cascades down toward a calm, reflective lake below. The sky above is overcast, casting a soft, diffused light that mutes the colors into soothing tones, creating an atmosphere of quiet serenity. The structure at the summit, partially obscured by the treetops, suggests a rewarding destination for hikers seeking…
A quiet, winding trail meanders through a lush forest, inviting exploration into its verdant depths. Towering trees, their trunks a mix of muted browns and grays, stretch upward to form a dense canopy overhead, filtering the soft, diffused light that gently illuminates the path. The forest floor is a tapestry of earthy tones, with scattered stones and roots peeking through a bed of pine needles and fallen leaves. To the right, a rocky slope is adorned with vibrant green moss and delicate ferns…
Shrouded in a veil of soft, misty gray, a solitary stone tower rises from the foggy highlands, its rugged silhouette blending seamlessly with the muted tones of the overcast sky. The tower, sturdy and timeless, is accompanied by a quaint building with a green-tinged roof, its wooden bench inviting weary hikers to rest. The gravel path leading to the structure hints at countless journeys taken, each step a story of adventure and exploration. The atmosphere is one of quiet mystery and contemplat…
A misty veil of soft gray clouds lingers over this tranquil mountain lake, creating an air of quiet mystery. The dense forest, a lush tapestry of evergreen pines and scattered deciduous shrubs, frames the still waters below. Vibrant green foliage contrasts subtly with the muted tones of weathered rocks in the foreground, adding texture to the scene. The lake itself rests peacefully, its surface barely disturbed, reflecting the muted light filtering through the overcast sky. A faint outline of …
@toxi@mastodon.thi.ng
2025-11-16 09:00:09

Sonnenberg ridge entirely living up to its name...
(Made the most of the last warm weather yesterday afternoon to hike/climb along this beautiful long ridge with many cliffs, roped sections, some cute chamois and hardly any people — temporarily felt like late August, yet in two days supposedly snow starting...)
#SilentSunday

A narrow path along a very narrow ridge of light gray rocks, steep slopes dropping off on either side. The south-facing right side is mostly forested, illuminated by the warm afternoon sun. Blue sky with some streaky clouds.
Steep slopes with yellow brown dried grasses leading down into the valley between some cliffs of light gray rocks and forest. Everything bathed in warm golden light. The valley floor is visible with dense forest, a section of the Linder river and tall mountains rising up on the other side of the valley. Hazy sky.
The silhouette of a standalone rock needle and some nearby trees along the ridge. The sun and some mountains are partially visible from behind the rock. Beautiful red/brown grasses.
(Almost) white, vertical cliffs seen through the forest, illuminated by the late afternoon sun. A small section of blue sky above.
@arXiv_csCV_bot@mastoxiv.page
2025-09-23 13:08:01

From Restoration to Reconstruction: Rethinking 3D Gaussian Splatting for Underwater Scenes
Guoxi Huang, Haoran Wang, Zipeng Qi, Wenjun Lu, David Bull, Nantheera Anantrasirichai
arxiv.org/abs/2509.17789

From Restoration to Reconstruction: Rethinking 3D Gaussian Splatting for Underwater Scenes
Underwater image degradation poses significant challenges for 3D reconstruction, where simplified physical models often fail in complex scenes. We propose \textbf{R-Splatting}, a unified framework that bridges underwater image restoration (UIR) with 3D Gaussian Splatting (3DGS) to improve both rendering quality and geometric fidelity. Our method integrates multiple enhanced views produced by diverse UIR models into a single reconstruction pipeline. During inference, a lightweight illumination g…

@blakes7bot@mas.torpidity.net
2025-11-19 07:13:24

#Blakes7 Series D, Episode 10 - Gold
AVON: We, have the gold.
TARRANT: We're well ahead of schedule.
AVON: We are going to need to be. We have to put Scorpio down on Beta Five, unload the gold, and get Scorpio back into orbit. All before they arrive.

Claude Sonnet 4.0 describes the image as: "This image shows a scene from the British science fiction series "Blake's 7," featuring five actors gathered around a futuristic control console. The setting appears to be the flight deck of the spacecraft Liberator, with its distinctive curved control panels and technical equipment visible throughout. The actors are engaged in what appears to be a tactical discussion, gathered around illuminated control surfaces displaying maps or strategic informati…
@earlofedgecombe@mstdn.social
2025-09-27 13:10:07

Good morning from Harlem
#Photography #GoodMorning #Sunrise #NYC

Looking through an arched window 104 minutes after sunrise the sun is in the middle of the blue sky, shining directly into the lens, creating a complex lens flare and illuminating the dirt and scratches on the glass. There are slashes of white clouds across the sky, and a white haze above the horizon. Pointed roofs of Harlem brownstones are silhouetted across the street, and a taller apartment building can be seen in the distance. The green tops of two trees are on the bottom and right. The win…
@arXiv_csCL_bot@mastoxiv.page
2025-09-17 10:42:40

Do Natural Language Descriptions of Model Activations Convey Privileged Information?
Millicent Li, Alberto Mario Ceballos Arroyo, Giordano Rogers, Naomi Saphra, Byron C. Wallace
arxiv.org/abs/2509.13316

Do Natural Language Descriptions of Model Activations Convey Privileged Information?
Recent interpretability methods have proposed to translate LLM internal representations into natural language descriptions using a second verbalizer LLM. This is intended to illuminate how the target model represents and operates on inputs. But do such activation verbalization approaches actually provide privileged knowledge about the internal workings of the target model, or do they merely convey information about its inputs? We critically evaluate popular verbalization methods across datasets…

@leftsidestory@mstdn.social
2025-09-09 00:30:02

On The Road - To Xi’An 🌫️
在路上 - 去西安 🌫️
📷 Pentax MX
🎞️Lucky SHD 400
#filmphotography #Photography #blackandwhite

Lucky Lucky SHD 400 (FF) English Alt Text: A black-and-white urban scene showing a man lying down and resting on a tricycle cart parked on a sidewalk. The cart has a sign with Chinese characters attached to it. The sidewalk runs alongside a road with parked cars, and above is a large elevated highway supported by tall concrete pillars. Trees line the sidewalk, and another elevated structure, possibly a monorail, runs parallel to the highway. The image captures a moment of rest amid the bustle …
Lucky Lucky SHD 400 (FF) English Alt Text: A black-and-white photograph taken through a narrow vertical slit, resembling a keyhole. The foreground is completely dark, framing a bright, well-lit doorway in the center. The doorway is surrounded by hanging vines or foliage, suggesting a garden or secluded courtyard. The contrast between the dark framing and the illuminated scene creates a sense of mystery, as if the viewer is peeking into a hidden or private space. The composition draws the eye d…
Lucky Lucky SHD 400 (FF) English Alt Text: A black-and-white image of a cloudy sky with a single streetlight pole in the foreground. The pole has two lamps branching out at the top, forming a Y-shape. The sky is filled with dense, dark clouds, suggesting an impending storm or overcast weather. The minimalistic composition emphasizes the isolation of the streetlight against the dramatic sky, creating a somber and contemplative mood. The image captures the quiet tension of a moment before rain. …
Lucky Lucky SHD 400 (FF) English Alt Text: A black-and-white photograph of a long brick wall embedded with multiple black stone plaques. Each plaque is inscribed with vertical columns of Chinese characters, possibly historical or commemorative text. The wall stretches into the distance, creating depth and perspective. A paved walkway runs alongside the wall, and trees are visible in the background. The monochrome tone adds a solemn and reflective atmosphere, suggesting the site may be of cultu…
@hikingdude@mastodon.social
2025-11-18 06:10:52

Good morning! First snow around, a day of workshop ahead, #commuting by train again.
Yesterday I had to go by car - I admit that I found it quite annoying to be forced to concentrate on the traffic. But I also attended a #meetup which brought a good insight.
Anyways, enjoy your day!

A serene winter evening unfolds under a deep blue sky, where a solitary streetlamp casts a warm, golden glow over a snow-dusted park. The light from the lamp illuminates the immediate area, creating a striking contrast between the bright foreground and the shadowy, snow-covered field that stretches out into the distance. The snow, lightly blanketing the ground, adds a sense of calm and stillness to the scene. In the background, bare trees stand tall, their silhouettes stark against the twiligh…
@arXiv_csCV_bot@mastoxiv.page
2025-09-22 10:35:11

GLip: A Global-Local Integrated Progressive Framework for Robust Visual Speech Recognition
Tianyue Wang, Shuang Yang, Shiguang Shan, Xilin Chen
arxiv.org/abs/2509.16031

GLip: A Global-Local Integrated Progressive Framework for Robust Visual Speech Recognition
Visual speech recognition (VSR), also known as lip reading, is the task of recognizing speech from silent video. Despite significant advancements in VSR over recent decades, most existing methods pay limited attention to real-world visual challenges such as illumination variations, occlusions, blurring, and pose changes. To address these challenges, we propose GLip, a Global-Local Integrated Progressive framework designed for robust VSR. GLip is built upon two key insights: (i) learning an init…