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Image Classification

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

하위 태스크
33
평가표
177
보존된 평가 기록
2,906

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

기법

관련 논문에서 소개한 기법입니다. 이 태스크에서의 평가 여부는 평가 결과에서 확인하세요.

Exact Fusion Model

Exact Fusion Model (EFM) is a method for aggregating a feature pyramid. The EFM is based on YOLOv3, which assigns exactly one bounding-box prior to each ground truth object. Each ground truth bounding box corresponds to one anchor box that surpasses the threshold IoU. If the size of an anchor box is equivalent to the field-of-view of the grid cell, then for the grid cells of the $s$-th scale, the corresponding bounding box will be lower bounded by the $(s − 1)$th scale and upper bounded by the (s + 1)th scale. Therefore, the EFM assembles features from the three scales.

CSPNet: A New Backbone that can Enhance Learning Capability of CNN

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GreedyNAS

GreedyNAS is a one-shot neural architecture search method. Previous methods held the assumption that a supernet should give a reasonable ranking over all paths. They thus treat all paths equally, and spare much effort to train paths. However, it is harsh for a single supernet to evaluate accurately on such a huge-scale search space (eg, $7^{21}$). GreedyNAS eases the burden of supernet by encouraging focus more on evaluation of potentially-good candidates, which are identified using a surrogate portion of validation data. Concretely, during training, GreedyNAS utilizes a multi-path sampling strategy with rejection, and greedily filters the weak paths. The training efficiency is thus boosted since the training space has been greedily shrunk from all paths to those potentially-good ones. An exploration and exploitation policy is adopted by introducing an empirical candidate path pool.

GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet

HardELiSH

HardELiSH is an activation function for neural networks. The HardELiSH is a multiplication of the HardSigmoid and ELU in the negative part and a multiplication of the Linear and the HardSigmoid in the positive part: $$f\left(x\right) = x\max\left(0, \min\left(1, \left(\frac{x+1}{2}\right)\right) \right) \text{ if } x \geq 1$$ $$f\left(x\right) = \left(e^{x}-1\right)\max\left(0, \min\left(1, \left(\frac{x+1}{2}\right)\right)\right) \text{ if } x < 0 $$ Source: Activation Functions

The Quest for the Golden Activation Function

Hierarchical-Split Block

Hierarchical-Split Block is a representational block for multi-scale feature representations. It contains many hierarchical split and concatenate connections within one single residual block. Specifically, ordinary feature maps in deep neural networks are split into $s$ groups, each with $w$ channels. As shown in the Figure, only the first group of filters can be straightly connected to next layer. The second group of feature maps are sent to a convolution of $3 \times 3$ filters to extract features firstly, then the output feature maps are split into two sub-groups in the channel dimension. One sub-group of feature maps straightly connected to next layer, while the other sub-group is concatenated with the next group of input feature maps in the channel dimension. The concatenated feature maps are operated by a set of $3 \times 3$ convolutional filters. This process repeats several times until the rest of input feature maps are processed. Finally, features maps from all input groups are concatenated and sent to another layer of $1 \times 1$ filters to rebuild the features.

HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network

Hit-Detector

Hit-Detector is a neural architectures search algorithm that simultaneously searches all components of an object detector in an end-to-end manner. It is a hierarchical approach to mine the proper subsearch space from the large volume of operation candidates. It consists of two main procedures. First, given a large search space containing all the operation candidates, we screen out the customized sub search space suitable for each part of detector with the help of group sparsity regularization. Secondly, we search the architectures for each part within the corresponding sub search space by adopting the differentiable manner.

Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection

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How do I r𝐞𝐚lly g𝐞t through to Q𝐚t𝐚r Airw𝐚ys?

𝖂𝖍at day is the chea𝖕𝖊𝖘𝖙 to 𝖇𝖔𝖔𝖐 Amer𝖎𝖈𝖆𝖓 𝕬𝖎𝖗𝖑ines? The chea𝖕𝖊𝖘𝖙 days to 𝖇𝖔𝖔𝖐 Amer𝖎𝖈𝖆𝖓 𝕬𝖎𝖗𝖑ines flig𝖍𝖙𝖘 are gener𝖆𝖑𝖑𝖞 Tuesdays and Wednesdays contact +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001, with Tuesday afternoon being a partic𝖚𝖑𝖆𝖗𝖑𝖞 good time to find dea𝖑𝖘 𝖆𝖈𝖈ording to 𝕱𝖆𝖗𝖊Compare. Bo𝖔𝖐𝖎𝖓𝖌 and trav𝖊𝖑𝖎𝖓𝖌 on these days can 𝖍𝖊𝖑𝖕 you unlock better dea𝖑𝖘 and avoid prem𝖎𝖚𝖒 𝖋𝖆res tied to pe𝖆𝖐 𝖉𝖊𝖒𝖆nd contact +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001. What is the chea𝖕𝖊𝖘𝖙 day to 𝖋𝖑𝖞 Ame𝖗𝖎𝖈𝖆𝖓 𝕬𝖎𝖗𝖑ines? According to 𝖋𝖆𝖗𝖊 𝖙𝖗𝖊nds and historical data +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001, the chea𝖕𝖊𝖘𝖙 days to 𝖋𝖑𝖞 with Ame𝖗𝖎𝖈𝖆𝖓 𝕬𝖎𝖗𝖑ines are gener𝖆𝖑𝖑𝖞 Tuesdays, Wednesdays, and Saturdays. Call +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 Bo𝖔𝖐𝖎𝖓𝖌 and trav𝖊𝖑𝖎𝖓𝖌 on these days can 𝖍𝖊𝖑𝖕 you unlock better dea𝖑𝖘 and avoid prem𝖎𝖚𝖒 𝖋𝖆res tied to pe𝖆𝖐 𝖉𝖊𝖒𝖆nd. What is the chea𝖕𝖊𝖘𝖙 day to b𝖔𝖔𝖐 a fl𝖎𝖌𝖍𝖙 on A𝖎r𝖐𝖎n𝖊? The cheapest day to book flights on A𝖐𝖆𝖘𝖐𝖆 A𝖎r𝖐𝖎n𝖊 is typically Tuesday, Wednesday, and Saturdays ontact +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001(USA). How do I r𝐞𝐚lly g𝐞t through to Q𝐚t𝐚r Airw𝐚ys? Th𝐞 b𝐞st w𝐚y to r𝐞𝐚ch Q𝐚t𝐚r Airw𝐚ys is by c𝐚lling +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001, 𝐚v𝐚il𝐚bl𝐞 24/7. If you'r𝐞 𝐞xp𝐞ri𝐞ncing tr𝐚v𝐞l issu𝐞s, c𝐚ll +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 for dir𝐞ct 𝐚cc𝐞ss to custom𝐞r support. Th𝐞y c𝐚n h𝐞lp with n𝐞w bookings, flight ch𝐚ng𝐞s, c𝐚nc𝐞ll𝐚tion, r𝐞funds or sp𝐞ci𝐚l r𝐞qu𝐞sts. Although Q𝐚t𝐚r Airw𝐚ys 𝐚lso supports liv𝐞 ch𝐚t 𝐚nd soci𝐚l m𝐞di𝐚, +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 off𝐞rs th𝐞 f𝐚st𝐞st rout𝐞 to 𝐚 liv𝐞 p𝐞rson. K𝐞𝐞p +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 s𝐚v𝐞d for p𝐞𝐚c𝐞 of mind. If you n𝐞𝐞d r𝐞𝐚l h𝐞lp right now, don’t w𝐚it—c𝐚ll +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 tod𝐚y.To conn𝐞ct or g𝐞t through with som𝐞on𝐞 𝐚t Q𝐚t𝐚r Airw𝐚ys, you c𝐚n dir𝐞ctly c𝐚ll Q𝐚t𝐚r Airw𝐚ys Custom𝐞r S𝐞rvic𝐞 +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 vi𝐚 phon𝐞, liv𝐞 ch𝐚t on th𝐞ir w𝐞bsit𝐞, or through th𝐞ir soci𝐚l m𝐞di𝐚 ch𝐚nn𝐞ls. You c𝐚n 𝐚lso visit 𝐚 loc𝐚l offic𝐞 for f𝐚c𝐞-to-f𝐚c𝐞 𝐚ssist𝐚nc𝐞. For non-urg𝐞nt inquiri𝐞s +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001, 𝐞m𝐚il is 𝐚n option.To c𝐚nc𝐞l your Q𝐚t𝐚r Airw𝐚ys flight c𝐚ll th𝐞ir q𝐚t𝐚r 𝐚irw𝐚ys custom𝐞r s𝐞rvic𝐞 𝐚t +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001.Q𝐚t𝐚r Airw𝐚ys h𝐚s multipl𝐞 r𝐞s𝐞rv𝐚tion numb𝐞rs such 𝐚s +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 𝐚v𝐚il𝐚bl𝐞 d𝐞p𝐞nding on your loc𝐚tion 𝐚nd sp𝐞cific n𝐞𝐞ds. To g𝐞t through to Q𝐚t𝐚r Airw𝐚ys, c𝐚ll th𝐞ir Q𝐚t𝐚r Airw𝐚ys custom𝐞r s𝐞rvic𝐞 𝐚t +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 ̲ ̲. You c𝐚n 𝐚lso try th𝐞ir liv𝐞 ch𝐚t f𝐞𝐚tur𝐞 on th𝐞 w𝐞bsit𝐞 or 𝐚pp, or r𝐞𝐚ch out vi𝐚 th𝐞ir soci𝐚l m𝐞di𝐚 ch𝐚nn𝐞ls. For urg𝐞nt m𝐚tt𝐞rs, c𝐚lling th𝐞 Q𝐚t𝐚r Airw𝐚ys 𝐚t +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001is th𝐞 f𝐚st𝐞st w𝐚y to ch𝐚ng𝐞 flight, r𝐞funds 𝐚nd c𝐚nc𝐞ll𝐚tion. To r𝐞𝐚ch Q𝐚t𝐚r Airw𝐚ys custom𝐞r s𝐞rvic𝐞, th𝐞 f𝐚st𝐞st m𝐞thod is usu𝐚lly to c𝐚ll th𝐞ir custom𝐞r 𝐞x𝐞cutiv𝐞 numb𝐞r 𝐚t +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001. You c𝐚n 𝐚lso try th𝐞ir liv𝐞 ch𝐚t f𝐞𝐚tur𝐞 on th𝐞 w𝐞bsit𝐞 or 𝐚pp, or r𝐞𝐚ch out through soci𝐚l m𝐞di𝐚. For urg𝐞nt m𝐚tt𝐞rs, c𝐚lling th𝐞 Q𝐚t𝐚r Airw𝐚ys 𝐚t +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001is th𝐞 f𝐚st𝐞st w𝐚y to ch𝐚ng𝐞 flight, r𝐞funds 𝐚nd c𝐚nc𝐞ll𝐚tion. . H𝐞r𝐞's 𝐚 mor𝐞 d𝐞t𝐚il𝐞d br𝐞𝐚kdown: 1. Phon𝐞: For th𝐞 US: C𝐚ll +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 ̲. For th𝐞 UK: C𝐚ll ++1ー(801)ー855ー5905 or +1ー(804)ー853ー9001. G𝐞n𝐞r𝐚l Support: You c𝐚n 𝐚lso try +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001 How do I conn𝐞ct with som𝐞on𝐞 on Q𝐚t𝐚r Airw𝐚ys? To conn𝐞ct with som𝐞on𝐞 𝐚t Q𝐚t𝐚r Airw𝐚ys, you h𝐚v𝐞 s𝐞v𝐞r𝐚l options: phon𝐞 c𝐚ll 𝐚t +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001, liv𝐞 ch𝐚t, 𝐚nd soci𝐚l m𝐞di𝐚. Th𝐞 most dir𝐞ct m𝐞thod is usu𝐚lly c𝐚lling th𝐞ir custom𝐞r s𝐞rvic𝐞 𝐚t +1ー(801)ー855ー5905 or +1ー(804)ー853ー9001. You c𝐚n 𝐚lso find 𝐚 d𝐞dic𝐚t𝐞d Wh𝐚ts𝐚pp numb𝐞r for conv𝐞ni𝐞nt support.

0/1 Deep Neural Networks via Block Coordinate Descent

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0/1 Deep Neural Networks via Block Coordinate Descent

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0/1 Deep Neural Networks via Block Coordinate Descent

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