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Related Articles from SNS
CL-CLIP: CLIP-Based Continual Learning Framework with Cost-Volume Category Decoupling for Object Detection
arXiv:2606.06978v1 Announce Type: new Abstract: Continual Object Detection (COD) requires a detector to acquire new categories over time while preserving previously learned ones. This goal is closely related to open-vocabulary detection, since both settings require reasoning over categories that are not fully covered by the annotations available at the current training stage. Recent CLIP-based open-vocabulary detectors have shown strong zero-shot generalization, and frameworks such as F-ViT...
DP-MacAdam: Differentially Private Mechanism with Adaptive Clipping and Adaptive Momentum
new Abstract: Differentially private stochastic gradient descent (DP-SGD) has become the standard framework for privacy-preserving machine learning, yet its reliance on a fixed gradient clipping threshold to limit sensitivity remains a significant practical limitation. Adaptive clipping algorithms such as AdaClip shift and scale the gradient prior to clipping and adding noise so that the clipped gradient yields a more informative descent direction. The shift and scaling parameters are...
Towards Accurate Heart Rate Measurement from Ultra-Short Video Clips via Periodicity-Guided rPPG Estimation and Signal Reconstruction
arXiv:2506.22078v2 Announce Type: replace Abstract: Many remote Heart Rate (HR) measurement methods focus on estimating remote photoplethysmography (rPPG) signals from video clips lasting around 10 seconds but often overlook the need for HR estimation from ultra-short video clips. In this paper, we aim to accurately measure HR from ultra-short 2-second video clips by specifically addressing two key challenges. First, to overcome the limited number of heartbeat cycles in ultra-short video...
Shokz says its clip-on OpenDots 2 earbuds focus on improved volume and bass
Shokz says its clip-on OpenDots 2 earbuds focus on improved volume and bass The flagship model is joined by the mid-range OpenDots Air. Shokz has two new pairs of clip-on earbuds, the style popularized by Bose two years ago. The new flagship, OpenDots 2, introduces a new driver design that's said to deliver better bass.
GP-Adapter: Gaussian Process CLIP-Adapter for Few-Shot Out-of-Distribution Detection
arXiv:2606.07102v1 Announce Type: new Abstract: We propose GP-Adapter, a training-free framework that augments CLIP (Contrastive Language-Image Pre-training) with Gaussian Process (GP) uncertainty modeling for few-shot classification and out-of-distribution (OOD) detection. While CLIP achieves strong zero-shot recognition, it yields deterministic similarity scores and offers limited uncertainty information, which is critical under distribution shift and data scarcity. GP-Adapter constructs...
IsoCLIP: Decomposing CLIP Projectors for Efficient Intra-modal Alignment
Announce Type: replace Abstract: Vision-Language Models like CLIP are extensively used for inter-modal tasks which involve both visual and text modalities. However, when the individual modality encoders are applied to inherently intra-modal tasks like image-to-image retrieval, their performance suffers from the intra-modal misalignment. In this paper we study intra-modal misalignment in CLIP with a focus on the role of the projectors that map pre-projection image and text embeddings into the...
Trump uses clip from ‘West Wing’ TV show to explain his latest military strikes
Trump uses clip from ‘West Wing’ TV show to explain his latest military strikes ‘You kill an American, any American, we don’t come back with a proportionate response,’ the fictional president says in the scene - Bookmark - CommentsGo to comments President Donald Trump appeared to explain the U.S. military’s renewed strikes on Iran by invoking a scene from the television drama “The West Wing.” The Republican president shared the clip on Truth Social on Tuesday, the same day U.S. forces...
When CLIP Sees More, It Fights Back Harder: Multi-View Guided Adaptive Counterattacks for Test-Time Adversarial Robustness
arXiv:2606.06938v1 Announce Type: new Abstract: Vision-language models such as CLIP have achieved remarkable zero-shot recognition capabilities, yet their robustness against adversarial perturbations remains limited. Test-time counterattack (TTC) was recently proposed to improve CLIP's robustness by perturbing an input image to steer it away from a corrupted state during inference. However, TTC remains fragile under strong attacks because its counterattack relies on a directly corrupted...
Rubio claims Trump never sleeps - then is shown a clip of the president with his eyes closed
Rubio claims Trump never sleeps - then is shown a clip of the president with his eyes closed Rubio denied the claims Trump falls asleep and said the president has more energy than he does - Bookmark - CommentsGo to comments Secretary of State Marco Rubio repeatedly denied that President Donald Trump falls asleep during meetings and events, even as he was shown videos of the president seeming to doze off right next to him. “I’ve never seen him fall asleep,” Rubio told Rep. Ted Lieu of...
Clipped Affine Policy: Low-Complexity Near-Optimal Online Power Control for Energy Harvesting Communications over Fading Channels
arXiv:2601.07622v2 Announce Type: replace Abstract: This paper studies online power control for battery-limited point-to-point energy harvesting communications over slow block-fading channels. A linear-policy-based approximation is developed for the relative-value function in the Bellman equation of the power control problem. This approximation leads to two fundamental parameterized clipped affine policies: an optimistic policy derived from a certainty-equivalence-type approximation and a...