When I'm not being annoyed by the toxicity of the Star Wars fandom as a whole, the manufactured discourse following Rings of Power since S1 bugs me. This looks EPIC, and I'm sorry, but arguing that it can only be left to Jackson devalues the LOFTR trilogy even further...
October 22, 2026 at 1:16 PM
When I'm not being annoyed by the toxicity of the Star Wars fandom as a whole, the manufactured discourse following Rings of Power since S1 bugs me. This looks EPIC, and I'm sorry, but arguing that it can only be left to Jackson devalues the LOFTR trilogy even further...
(and Im a big fan of the LoftR, its probably my most read book, but his descriptions of race are problematic)
September 30, 2026 at 4:22 PM
(and Im a big fan of the LoftR, its probably my most read book, but his descriptions of race are problematic)
"Without saying your age, what is your favorite movie that came out when you were 20 years old?"
The LOFTR and the Hobbit are my comfort movies! I saw this in theater when it came out! I will sit there and watch all of them!
The LOFTR and the Hobbit are my comfort movies! I saw this in theater when it came out! I will sit there and watch all of them!
September 2, 2026 at 5:18 AM
"Without saying your age, what is your favorite movie that came out when you were 20 years old?"
The LOFTR and the Hobbit are my comfort movies! I saw this in theater when it came out! I will sit there and watch all of them!
The LOFTR and the Hobbit are my comfort movies! I saw this in theater when it came out! I will sit there and watch all of them!
Eu nunca li, então, não posso opinar, mas confio na sua opinião. E sobre a questão de "cópia", eu quis dizer mais como referência, mesmo. O George Martin já deixou claro que tem LoftR como inspiração (Tolkien abriu muitas portas, claro) e quanto a Nárnia, os autores eram amigos, então, é só isso.
December 28, 2024 at 3:34 PM
Eu nunca li, então, não posso opinar, mas confio na sua opinião. E sobre a questão de "cópia", eu quis dizer mais como referência, mesmo. O George Martin já deixou claro que tem LoftR como inspiração (Tolkien abriu muitas portas, claro) e quanto a Nárnia, os autores eram amigos, então, é só isso.
A Coding Deep Dive into Differentiable Computer Vision with Kornia Using Geometry Optimization, LoFTR Matching, and GPU Augmentations
We implement an advanced, end-to-end Kornia tutorial and demonstrate how modern, differentiable computer vision can be built entirely in PyTorch. We start by…
We implement an advanced, end-to-end Kornia tutorial and demonstrate how modern, differentiable computer vision can be built entirely in PyTorch. We start by…
A Coding Deep Dive into Differentiable Computer Vision with Kornia Using Geometry Optimization, LoFTR Matching, and GPU Augmentations
We implement an advanced, end-to-end Kornia tutorial and demonstrate how modern, differentiable computer vision can be built entirely in PyTorch. We start by constructing GPU-accelerated, synchronized augmentation pipelines for images, masks, and keypoints, then move into differentiable geometry by optimizing a homography directly through gradient descent. We also show how learned feature matching with LoFTR integrates with Kornia’s RANSAC to estimate robust homographies and produce a simple stitched output, even under constrained or offline-safe conditions.
nexttech-news.com
January 30, 2026 at 1:04 PM
A Coding Deep Dive into Differentiable Computer Vision with Kornia Using Geometry Optimization, LoFTR Matching, and GPU Augmentations
We implement an advanced, end-to-end Kornia tutorial and demonstrate how modern, differentiable computer vision can be built entirely in PyTorch. We start by…
We implement an advanced, end-to-end Kornia tutorial and demonstrate how modern, differentiable computer vision can be built entirely in PyTorch. We start by…
pensando na criatividade do pessoal de Aneis de Poder que deram o nome Adar pra um personagem, sendo o mundo terreno de LOFTR se chama Arda. Nao tem como nao confundir
September 3, 2024 at 4:12 AM
pensando na criatividade do pessoal de Aneis de Poder que deram o nome Adar pra um personagem, sendo o mundo terreno de LOFTR se chama Arda. Nao tem como nao confundir
I felt MERP was and is the only fit for LoftR
July 21, 2024 at 3:57 PM
I felt MERP was and is the only fit for LoftR
Let's have a #throwback to this little gem 😊
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
August 24, 2025 at 5:56 PM
Let's have a #throwback to this little gem 😊
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
Let's have another LotR pic 😁
This shoot was real fun! I love posing with swords 😅
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
This shoot was real fun! I love posing with swords 😅
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
February 23, 2025 at 5:07 PM
Let's have another LotR pic 😁
This shoot was real fun! I love posing with swords 😅
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
This shoot was real fun! I love posing with swords 😅
📸 by @jerzon.bsky.social 🤗
#eowyn & edit: me 🙂
#cosplay #shieldmaiden #eowyncosplay #rohirrim #rohan #dernhelm #ladyofemynarnen #lordoftherings #lordoftheringscosplay #loftr #loftrcosplay #theringsofpower #cosplayer
EpiMask: Leveraging Epipolar Distance Based Masks in Cross-Attention for Satellite Image Matching
Rahul Deshmukh, Aditya Chauhan, Avinash Kak
tl;dr: use epipolar distance to mask cross-attention in LoFTR
arxiv.org/abs/2603.21463
Rahul Deshmukh, Aditya Chauhan, Avinash Kak
tl;dr: use epipolar distance to mask cross-attention in LoFTR
arxiv.org/abs/2603.21463
March 24, 2026 at 5:06 PM
EpiMask: Leveraging Epipolar Distance Based Masks in Cross-Attention for Satellite Image Matching
Rahul Deshmukh, Aditya Chauhan, Avinash Kak
tl;dr: use epipolar distance to mask cross-attention in LoFTR
arxiv.org/abs/2603.21463
Rahul Deshmukh, Aditya Chauhan, Avinash Kak
tl;dr: use epipolar distance to mask cross-attention in LoFTR
arxiv.org/abs/2603.21463
SURE: Semi-dense Uncertainty-REfined Feature Matching
Sicheng Li, Zaiwang Gu, Jie Zhang, Qing Guo, Xudong Jiang, Jun Cheng
tl;dr: uncertainty-aware LoFTR
no eval. on IMC
arxiv.org/abs/2603.04869
Sicheng Li, Zaiwang Gu, Jie Zhang, Qing Guo, Xudong Jiang, Jun Cheng
tl;dr: uncertainty-aware LoFTR
no eval. on IMC
arxiv.org/abs/2603.04869
March 6, 2026 at 9:08 PM
SURE: Semi-dense Uncertainty-REfined Feature Matching
Sicheng Li, Zaiwang Gu, Jie Zhang, Qing Guo, Xudong Jiang, Jun Cheng
tl;dr: uncertainty-aware LoFTR
no eval. on IMC
arxiv.org/abs/2603.04869
Sicheng Li, Zaiwang Gu, Jie Zhang, Qing Guo, Xudong Jiang, Jun Cheng
tl;dr: uncertainty-aware LoFTR
no eval. on IMC
arxiv.org/abs/2603.04869
DistillMatch: Leveraging Knowledge Distillation from Vision Foundation Model for Multimodal Image Matching
Meng Yang, Fan Fan, Zizhuo Li, Songchu Deng, Yong Ma, Jiayi Ma
tl;dr: DINOv2/3->semantic features->LoFTR
arxiv.org/abs/2509.16017
Meng Yang, Fan Fan, Zizhuo Li, Songchu Deng, Yong Ma, Jiayi Ma
tl;dr: DINOv2/3->semantic features->LoFTR
arxiv.org/abs/2509.16017
September 22, 2025 at 4:04 PM
DistillMatch: Leveraging Knowledge Distillation from Vision Foundation Model for Multimodal Image Matching
Meng Yang, Fan Fan, Zizhuo Li, Songchu Deng, Yong Ma, Jiayi Ma
tl;dr: DINOv2/3->semantic features->LoFTR
arxiv.org/abs/2509.16017
Meng Yang, Fan Fan, Zizhuo Li, Songchu Deng, Yong Ma, Jiayi Ma
tl;dr: DINOv2/3->semantic features->LoFTR
arxiv.org/abs/2509.16017
tl;dr: SAM+DINOv2+LoFTR->area descriptor->matching->containment relations graph filtering->area matching->point matching; classification&ranking optimizations
no eval. on Aachen/IMC
no eval. on Aachen/IMC
August 5, 2025 at 4:00 PM
tl;dr: SAM+DINOv2+LoFTR->area descriptor->matching->containment relations graph filtering->area matching->point matching; classification&ranking optimizations
no eval. on Aachen/IMC
no eval. on Aachen/IMC
VMatcher: State-Space Semi-Dense Local Feature Matching
Ali Youssef
tl;dr: Mamba->LoFTR-based feature matching
No eval. on IMC
arxiv.org/abs/2507.23371
Ali Youssef
tl;dr: Mamba->LoFTR-based feature matching
No eval. on IMC
arxiv.org/abs/2507.23371
August 1, 2025 at 1:03 PM
VMatcher: State-Space Semi-Dense Local Feature Matching
Ali Youssef
tl;dr: Mamba->LoFTR-based feature matching
No eval. on IMC
arxiv.org/abs/2507.23371
Ali Youssef
tl;dr: Mamba->LoFTR-based feature matching
No eval. on IMC
arxiv.org/abs/2507.23371
Mind the Gap: Aligning Vision Foundation Models to Image Feature Matching
Yuhan Liu, Jingwen Fu, Yang Wu, Kangyi Wu, Pengna Li, Jiayi Wu, Sanping Zhou, Jingmin Xin
tl;dr: Stable Diffusion+attention-based prompt in LoFTR-type framework
no eval. on IMC
arxiv.org/abs/2507.10318
Yuhan Liu, Jingwen Fu, Yang Wu, Kangyi Wu, Pengna Li, Jiayi Wu, Sanping Zhou, Jingmin Xin
tl;dr: Stable Diffusion+attention-based prompt in LoFTR-type framework
no eval. on IMC
arxiv.org/abs/2507.10318
July 15, 2025 at 10:47 AM
Mind the Gap: Aligning Vision Foundation Models to Image Feature Matching
Yuhan Liu, Jingwen Fu, Yang Wu, Kangyi Wu, Pengna Li, Jiayi Wu, Sanping Zhou, Jingmin Xin
tl;dr: Stable Diffusion+attention-based prompt in LoFTR-type framework
no eval. on IMC
arxiv.org/abs/2507.10318
Yuhan Liu, Jingwen Fu, Yang Wu, Kangyi Wu, Pengna Li, Jiayi Wu, Sanping Zhou, Jingmin Xin
tl;dr: Stable Diffusion+attention-based prompt in LoFTR-type framework
no eval. on IMC
arxiv.org/abs/2507.10318
RDD: Robust Feature Detector and Descriptor using Deformable Transformer
Gonglin Chen, Tianwen Fu, Haiwei Chen, Wenbin Teng, Hanyuan Xiao, Yajie Zhao
tl;dr: ALIKE->keypoint & LoFTR->descriptor? new Air-to-Ground dataset
no eval on IMC
arxiv.org/abs/2505.08013
Gonglin Chen, Tianwen Fu, Haiwei Chen, Wenbin Teng, Hanyuan Xiao, Yajie Zhao
tl;dr: ALIKE->keypoint & LoFTR->descriptor? new Air-to-Ground dataset
no eval on IMC
arxiv.org/abs/2505.08013
May 14, 2025 at 12:01 PM
RDD: Robust Feature Detector and Descriptor using Deformable Transformer
Gonglin Chen, Tianwen Fu, Haiwei Chen, Wenbin Teng, Hanyuan Xiao, Yajie Zhao
tl;dr: ALIKE->keypoint & LoFTR->descriptor? new Air-to-Ground dataset
no eval on IMC
arxiv.org/abs/2505.08013
Gonglin Chen, Tianwen Fu, Haiwei Chen, Wenbin Teng, Hanyuan Xiao, Yajie Zhao
tl;dr: ALIKE->keypoint & LoFTR->descriptor? new Air-to-Ground dataset
no eval on IMC
arxiv.org/abs/2505.08013
CoMatch: Dynamic Covisibility-Aware Transformer for Bilateral Subpixel-Level Semi-Dense Image Matching
Zizhuo Li, Yifan Lu, Linfeng Tang, Shihua Zhang, Jiayi Ma
tl;dr: LoFTR+covisibility-aware attention+epipolar loss-based bilateral subpixel regression
arxiv.org/abs/2503.23925
Zizhuo Li, Yifan Lu, Linfeng Tang, Shihua Zhang, Jiayi Ma
tl;dr: LoFTR+covisibility-aware attention+epipolar loss-based bilateral subpixel regression
arxiv.org/abs/2503.23925
April 2, 2025 at 11:47 AM
CoMatch: Dynamic Covisibility-Aware Transformer for Bilateral Subpixel-Level Semi-Dense Image Matching
Zizhuo Li, Yifan Lu, Linfeng Tang, Shihua Zhang, Jiayi Ma
tl;dr: LoFTR+covisibility-aware attention+epipolar loss-based bilateral subpixel regression
arxiv.org/abs/2503.23925
Zizhuo Li, Yifan Lu, Linfeng Tang, Shihua Zhang, Jiayi Ma
tl;dr: LoFTR+covisibility-aware attention+epipolar loss-based bilateral subpixel regression
arxiv.org/abs/2503.23925
JamMa: Ultra-lightweight Local Feature Matching with Joint Mamba
Xiaoyong Lu, Songlin Du
tl;dr: replace Transformer in LoFTR with Mamba
Mamba takes the torch in local feature matching
no eval on IMC
github.com/leoluxxx/JamMa
arxiv.org/abs/2503.03437
Xiaoyong Lu, Songlin Du
tl;dr: replace Transformer in LoFTR with Mamba
Mamba takes the torch in local feature matching
no eval on IMC
github.com/leoluxxx/JamMa
arxiv.org/abs/2503.03437
March 6, 2025 at 4:57 AM
JamMa: Ultra-lightweight Local Feature Matching with Joint Mamba
Xiaoyong Lu, Songlin Du
tl;dr: replace Transformer in LoFTR with Mamba
Mamba takes the torch in local feature matching
no eval on IMC
github.com/leoluxxx/JamMa
arxiv.org/abs/2503.03437
Xiaoyong Lu, Songlin Du
tl;dr: replace Transformer in LoFTR with Mamba
Mamba takes the torch in local feature matching
no eval on IMC
github.com/leoluxxx/JamMa
arxiv.org/abs/2503.03437
MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing
Shuo Wang, Wanting Li, et al.
tl;dr: DINO->Efficient LoFTR->matches;Metric3D->depth;2D-3D->PnP->poses; matches->Mamba->refined matches;poses+refined matches->BA
arxiv.org/abs/2412.20082
Shuo Wang, Wanting Li, et al.
tl;dr: DINO->Efficient LoFTR->matches;Metric3D->depth;2D-3D->PnP->poses; matches->Mamba->refined matches;poses+refined matches->BA
arxiv.org/abs/2412.20082
December 31, 2024 at 4:39 AM
MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing
Shuo Wang, Wanting Li, et al.
tl;dr: DINO->Efficient LoFTR->matches;Metric3D->depth;2D-3D->PnP->poses; matches->Mamba->refined matches;poses+refined matches->BA
arxiv.org/abs/2412.20082
Shuo Wang, Wanting Li, et al.
tl;dr: DINO->Efficient LoFTR->matches;Metric3D->depth;2D-3D->PnP->poses; matches->Mamba->refined matches;poses+refined matches->BA
arxiv.org/abs/2412.20082
No eval on IMC or MegaDepth or ScanNet or Aachen. Also, no eval with LoFTR or LightGlue.
December 25, 2024 at 4:39 AM
No eval on IMC or MegaDepth or ScanNet or Aachen. Also, no eval with LoFTR or LightGlue.
It sounds like a place straight out of LOFTR.
August 19, 2024 at 11:06 AM
It sounds like a place straight out of LOFTR.
LoFTR and monocular depth map from DepthAnything V2 to restore reliable and realistic depth map for initialization and supervised guidance. Finally, we integrate segmentation image with monocular depth map to exploit inter-instance occlusion [5/7 of https://arxiv.org/abs/2503.13721v1]
March 19, 2025 at 5:56 AM
LoFTR and monocular depth map from DepthAnything V2 to restore reliable and realistic depth map for initialization and supervised guidance. Finally, we integrate segmentation image with monocular depth map to exploit inter-instance occlusion [5/7 of https://arxiv.org/abs/2503.13721v1]
I'd say that 30k is unrealistic and only makes sense if you are going to compare to RoMa or LOFTR.
January 16, 2026 at 3:48 PM
I'd say that 30k is unrealistic and only makes sense if you are going to compare to RoMa or LOFTR.