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GeneralIntroduced 20001 papers

Deep-MAC

Deep-MAC, or Deep Mask-heads Above CenterNet, is a type of anchor-free instance segmentation model based on CenterNet. The motivation for this new architecture is that boxes are much cheaper to annotate than masks, so the authors address the “partially supervised” instance segmentation problem, where all classes have bounding box annotations but only a subset of classes have mask annotations. For predicting bounding boxes, CenterNet outputs 3 tensors: (1) a class-specific heatmap which indicates the probability of the center of a bounding box being present at each location, (2) a class-agnostic 2-channel tensor indicating the height and width of the bounding box at each center pixel, and (3) since the output feature map is typically smaller than the image (stride 4 or 8), CenterNet also predicts an x and y direction offset to recover this discretization error at each center pixel. For Deep-MAC, in parallel to the box-related prediction heads, we add a fourth pixel embedding branch . For each bounding box , we crop a region from corresponding to via ROIAlign which results in a 32 × 32 tensor. We then feed each to a mask-head. The final prediction at the end is a class-agnostic 32 × 32 tensor which we pass through a sigmoid to get per-pixel probabilities. We train this mask-head via a per-pixel cross-entropy loss averaged over all pixels and instances. During post-processing, the predicted mask is re-aligned according to the predicted box and resized to the resolution of the image. In addition to this 32 × 32 cropped feature map, we add two inputs for improved stability of some mask-heads: (1) Instance embedding: an additional head is added to the backbone that predicts a per-pixel embedding. For each bounding box we extract its embedding from the center pixel. This embedding is tiled to a size of 32 × 32 and concatenated to the pixel embedding crop. This helps condition the mask-head on a particular instance and disambiguate it from others. (2) Coordinate Embedding: Inspired by CoordConv, the authors add a 32 × 32 × 2 tensor holding normalized coordinates relative to the bounding box .

Computer VisionIntroduced 20001 papers

FORK

Forward-Looking Actor

FORK, or Forward Looking Actor is a type of actor for actor-critic algorithms. In particular, FORK includes a neural network that forecasts the next state given the current state and current action, called system network; and a neural network that forecasts the reward given a (state, action) pair, called reward network. With the system network and reward network, FORK can forecast the next state and consider the value of the next state when improving the policy.

Reinforcement LearningIntroduced 20001 papers

[𝓔𝓼𝓬𝓪𝓵𝓪𝓽𝓮~𝓝𝓸𝔀®]How to escalate an issue with American Airlines?

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GeneralIntroduced 20001 papers

[Flight~status] Are copa fares refundable?

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Computer VisionIntroduced 20001 papers

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How long does it take for KLM to respond on WhatsApp?

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Computer VisionIntroduced 20001 papers

23 Ways to Contact How do I change the name on my Carnival reservation: A Step by Step Guide

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GeneralIntroduced 20001 papers

{Apoyo@personal urgente}¿Cómo hablo con una persona real en Qatar Airways?

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Does Qatar Airways have WhatsApp?

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GeneralIntroduced 20001 papers

ClipBERT

ClipBERT is a framework for end-to-end-learning for video-and-language tasks, by employing sparse sampling, where only a single or a few sparsely sampled short clips from a video are used at each training step. Two aspects distinguish ClipBERT from previous work. First, in contrast to densely extracting video features (adopted by most existing methods), CLIPBERT sparsely samples only one single or a few short clips from the full-length videos at each training step. The hypothesis is that visual features from sparse clips already capture key visual and semantic information in the video, as consecutive clips usually contain similar semantics from a continuous scene. Thus, a handful of clips are sufficient for training, instead of using the full video. Then, predictions from multiple densely-sampled clips are aggregated to obtain the final video-level prediction during inference, which is less computational demanding. The second differentiating aspect concerns the initialization of model weights (i.e., transfer through pre-training). The authors use 2D architectures (e.g., ResNet-50) instead of 3D features as the visual backbone for video encoding, allowing them to harness the power of image-text pretraining for video-text understanding along with the advantages of low memory cost and runtime efficiency.

Natural Language ProcessingIntroduced 20001 papers

【Travel LATAM】 How to speak directly at LATAM Airlines?

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Computer VisionIntroduced 20001 papers

BP-Transformer

The BP-Transformer (BPT) is a type of Transformer that is motivated by the need to find a better balance between capability and computational complexity for self-attention. The architecture partitions the input sequence into different multi-scale spans via binary partitioning (BP). It incorporates an inductive bias of attending the context information from fine-grain to coarse-grain as the relative distance increases. The farther the context information is, the coarser its representation is. BPT can be regard as graph neural network, whose nodes are the multi-scale spans. A token node can attend the smaller-scale span for the closer context and the larger-scale span for the longer distance context. The representations of nodes are updated with Graph Self-Attention.

Natural Language ProcessingIntroduced 20001 papers

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