Tootfinder

ClustViT: Clustering-based Token Merging for Semantic Segmentation
Fabio Montello, Ronja G\"uldenring, Lazaros Nalpantidis
https://arxiv.org/abs/2510.01948 https://

ClustViT: Clustering-based Token Merging for Semantic Segmentation
Vision Transformers can achieve high accuracy and strong generalization across various contexts, but their practical applicability on real-world robotic systems is limited due to their quadratic attention complexity. Recent works have focused on dynamically merging tokens according to the image complexity. Token merging works well for classification but is less suited to dense prediction. We propose ClustViT, where we expand upon the Vision Transformer (ViT) backbone and address semantic segmen…

Suppression of inverse magnetic energy transfer in collisionless marginally magnetized plasmas
Zhuo Liu, Muni Zhou, Nuno F. G. Loureiro
https://arxiv.org/abs/2510.01573 https://…

Suppression of inverse magnetic energy transfer in collisionless marginally magnetized plasmas
We investigate the inverse cascade of magnetic energy in decaying, collisionless plasmas with moderate to high-$β$ values via first-principles numerical simulations and analytical theory. We find that pressure-anisotropy-driven instabilities, in particular the firehose instability, suppress reconnection-driven coalescence of magnetic structures (i.e., inverse transfer) by nullifying magnetic tension. This suppression leaves such structures elongated and confined to scales comparable to the Lar…

Extrajudicial killings within the Russian military are becoming more widespread,
according to an investigation published by the Russian independent outlet Verstka.
The practice of "nullifying" (Russian: "obnulenie")
— the Russian military's term for executing its soldiers
— increasingly involves sending personnel on deadly assualt missions without proper protection

'Zeroing out' — Russian troops carry out torture, executions in own ranks, media investigation finds
"You know, what's happening there is that... You never know where the bullet will come from: from your own side or from the Ukrainians," Dmitry, a Russian soldier, told the independent outlet Verstka.

🇺🇦 #NowPlaying on KEXP's #MechanicalBreakdown
Mica:
🎵 Vampyr
#Mica
https://micaeternal.bandcamp.com/track/vampyr-2
https://open.spotify.com/track/2NLfaNEbc4uH0L5S4cPHx3

Der Tag heute war verregnet, trotzdem erkundeten wir das Zentrum Tokios und startetem am Hie-Schrein mit einem Tunnel aus roten Torii, die dem Schrein gespendet wurden. Weiter spazierten wir am japanischen Parlament vorbei an den zugehörigen Parks, vorbei am Kaiserpalast und in den #Hibiya-Park. #Tokyocameraclub

Depth Edge Alignment Loss: DEALing with Depth in Weakly Supervised Semantic Segmentation
Patrick Schmidt, Vasileios Belagiannis, Lazaros Nalpantidis
https://arxiv.org/abs/2509.17702

Depth Edge Alignment Loss: DEALing with Depth in Weakly Supervised Semantic Segmentation
Autonomous robotic systems applied to new domains require an abundance of expensive, pixel-level dense labels to train robust semantic segmentation models under full supervision. This study proposes a model-agnostic Depth Edge Alignment Loss to improve Weakly Supervised Semantic Segmentation models across different datasets. The methodology generates pixel-level semantic labels from image-level supervision, avoiding expensive annotation processes. While weak supervision is widely explored in tr…

🇺🇦 #NowPlaying on BBCRadio3's #Radio3InConcert
Anna Clyne, BBC Symphony Orchestra & Nil Venditti:
🎵 Glasslands
#AnnaClyne #BBCSymphonyOrchestra #NilVenditti

🇺🇦 #NowPlaying on BBCRadio3's #Radio3InConcert
Ottorino Respighi, BBC Symphony Orchestra & Nil Venditti:
🎵 Feste Romane
#OttorinoRespighi #BBCSymphonyOrchestra #NilVenditti

🇺🇦 #NowPlaying on BBCRadio3's #Radio3InConcert
Giacomo Puccini, BBC Symphony Orchestra & Nil Venditti:
🎵 Preludio Sinfonico
#GiacomoPuccini #BBCSymphonyOrchestra #NilVenditti

🇺🇦 #NowPlaying on BBCRadio3's #Radio3InConcert
Fazil Say, BBC Symphony Orchestra & Nil Venditti:
🎵 Grand Bazaar
#FazilSay #BBCSymphonyOrchestra #NilVenditti