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why BINIRora Clark 2025 is unmatched: —headlined both day 1&2 ALONE —highest tix prices for a SOLO headliner —earned a historic LARGEST CROWD —grand production value w/ a dedicated SOLO LED SCREEN for each member —hit-heavy setlist + iconic performances #BINI_Coachella #BINI
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![🇯🇵 [Seoul Economic Daily] 260618 "Jin Even Shook Up Japan's Music Market" Why BTS Jin's Solo Power Is So Remarkable 👩🏫BTS Jin has been making a remarkable impact in the Japanese music market as a solo artist, continuing an unparalleled run of success since completing his military service. At Japan's biggest music awards ceremony, Music Awards Japan, the title track Don't Say You Love Me from his solo mini album won the Best of Listeners' Choice International Song award. The achievement is especially meaningful because the result was heavily influenced by fan voting. Users of Spotify, the world's largest music streaming platform, directly participated in the selection process. Upon its release, the song reached No. 1 on Spotify's Global Chart, becoming the first achievement of its kind by an Asian artist. Jin is also setting new longevity records for a K-pop solo artist on Japanese charts, demonstrating his immense popularity across the country. His success continued on the year-end charts as well. On Billboard Japan's year-end rankings, he was the only K-pop solo artist to appear near the top of the Hot 100 singles chart, while also securing a strong position on the Artist 100 chart. On the Oricon charts, he achieved a dominant No. 1 ranking among K-pop solo artists, further solidifying his top-tier status in Japan. Making a powerful return after military service, Jin continues to maintain his position at the highest level both as a solo artist and as a member of BTS. With every release, he continues to make history on global charts. Through his acceptance speech, he expressed heartfelt gratitude to fans around the world and shared his determination to showcase his own unique musical identity through future solo projects. Global fans are continuing to praise Jin as they look forward to the new messages and bold artistic journey he will bring to the worldwide music scene. #JIN #방탄소년단진 MUSIC AWARDS JAPAN公式 방탄소년단](https://image.24vids.com/tw-2067472795106410771/amplify_video_thumb/2067471990714433536/img/f-l6z3qb8W_VhPj8.jpg)
![[CLIP] by Hand ✍️ The CLIP (Contrastive Language–Image Pre-training) model, a groundbreaking work by OpenAI, redefines the intersection of computer vision and natural language processing. It is the basis of all the multi-modal foundation models we see today. How does CLIP work? Goal: 🟨 Learn a shared embedding space for text and image [1] Given ↳ A mini batch of 3 text-image pairs ↳ OpenAI used 400 million text-image pairs to train its original CLIP model. Process 1st pair: "big table" [2] 🟪 Text → 2 Vectors (3D) ↳ Look up word embedding vectors using word2vec. [3] 🟩 Image → 2 Vectors (4D) ↳ Divide the image into two patches. ↳ Flatten each patch [4] Process other pairs ↳ Repeat [2]-[3] [5] 🟪 Text Encoder & 🟩 Image Encoder ↳ Encode input vectors into feature vectors ↳ Here, both encoders are simple one layer perceptron (linear + ReLU) ↳ In practice, the encoders are usually transformer models. [6] 🟪 🟩 Mean Pooling: 2 → 1 vector ↳ Average 2 feature vectors into a single vector by averaging across the columns ↳ The goal is to have one vector to represent each image or text [7] 🟪 🟩 -> 🟨 Projection ↳ Note that the text and image feature vectors from the encoders have different dimensions (3D vs. 4D). ↳ Use a linear layer to project image and text vectors to a 2D shared embedding space. 🏋️ Contrastive Pre-training 🏋️ [8] Prepare for MatMul ↳ Copy text vectors (T1,T2,T3) ↳ Copy the transpose of image vectors (I1,I2,I3) ↳ They are all in the 2D shared embedding space. [9] 🟦 MatMul ↳ Multiply T and I matrices. ↳ This is equivalent to taking dot product between every pair of image and text vectors. ↳ The purpose is to use dot product to estimate the similarity between a pair of image-text. [10] 🟦 Softmax: e^x ↳ Raise e to the power of the number in each cell ↳ To simplify hand calculation, we approximate e^□ with 3^□. [11] 🟦 Softmax: ∑ ↳ Sum each row for 🟩 image→🟪 text ↳ Sum each column for 🟪 text→ 🟩 image [12] 🟦 Softmax: 1 / sum ↳ Divide each element by the column sum to obtain a similarity matrix for 🟪 text→🟩 image ↳ Divide each element by the row sum to obtain a similarity matrix for 🟩 image→🟪 text [13] 🟥 Loss Gradients ↳ The "Targets" for the similarity matrices are Identity Matrices. ↳ Why? If I and T come from the same pair (i=j), we want the highest value, which is 1, and 0 otherwise. ↳ Apply the simple equation of [Similarity - Target] to compute gradients of for both directions. ↳ Why so simple? Because when Softmax and Cross-Entropy Loss are used together, the math magically works out that way. ↳ These gradients kick off the backpropagation process to update weights and biases of the encoders and projection layers (red borders).](https://image.24vids.com/tw-1801370086152016034/ext_tw_video_thumb/1801368762937131008/pu/img/GuRh5lcJ6M7HsrkY.jpg)
![[Seoul Economic Daily] 260119 “Unmatched Fan Power” BTS JIN Proves His “World-Class” Presence 👩💼Numbers sometimes speak. Sometimes they reflect popularity, point to direction, and prove the flow of the times. But when those numbers are created by fans’ choices, their meaning becomes much deeper. The news we shared today clearly shows just how far those choices can reach. 🏆👩💼BTS JIN once again proved his global popularity by taking first place in the 2025 Heart Choice Awards in the Solo Artist Choice category. This award ceremony is the 2025 Heart Choice Awards, co-hosted by the pop fandom app Choeaedol and the global beauty brand Cell Fusion C. Under the concept “This year’s choice completed by hearts,” the most-loved artist of the year was selected through 100 percent fan voting. Voting took place from December 23, 2025, to January 4, 2026. When the results were revealed, fans’ attention immediately turned to JIN. In the final tally, JIN earned a total of 1,295 points, rising to first place in the Solo Artist category amid fierce competition. 👩💼This achievement carries more than the meaning of a simple ranking. At a time when both group and individual activities are receiving attention, it clearly shows that JIN continues to maintain top-tier influence as a solo artist as well. In particular, this win is even more meaningful because it was achieved solely through fans’ choices, not digital chart performance or broadcast exposure. 🏢👩💼Fans participated directly and created the result with their own hands. Within it are trust, affection, and the time spent waiting, all directed toward JIN. A reward advertisement for the first-place win will be revealed soon. On January 26, a congratulatory advertisement celebrating JIN’s first place will be displayed on the large digital screen at the COEX Superior Tower in Seoul. This advertisement is not just a promotional piece. It becomes a symbolic scene where global fans’ choices are realized as large-scale media in the heart of the city. It is the moment when fans’ hearts, which began online, expand into offline space. This achievement draws even more attention because another record overlapped around the same time. 🏆👩💼JIN also won the Male Popularity Award at the 40th Golden Disc Awards through fan voting. That vote ran from December 22, 2025, to January 5, 2026. Achieving meaningful results in two large-scale fan votes held almost simultaneously shows how organized and focused JIN’s fandom is. 👩💼This goes beyond simply having many fans. It is strong proof of a fandom that participates consistently and sees things through to the end. Through his solo activities, JIN has shown an expanded musical spectrum along with a more personal narrative. In the process, he has firmly established his own place not just as a member of a group, but as the artist JIN. This result confirms that his journey is being clearly delivered to fans as well. 👩💼Meanwhile, BTS, the group JIN belongs to, is preparing for a full comeback on March 20. As the members, each having added their own color and depth through solo activities, come together again as a team, attention is focused on what kind of new synergy they will show. In particular, anticipation is growing over how JIN’s expanded presence as a solo artist and the solid support of his fandom will blend into group activities. Something created by fans’ choices, and the fact that those choices continue. JIN’s latest win is not just a single trophy, but a reflection of the hearts of fans around the world who are still waiting for him and cheering him on. #JIN #방탄소년단진 방탄소년단 BIGHIT MUSIC BTS_official 서울경제신문 최애돌 Golden Disc #HeartChoiceAwards #Goldendiscawards](https://image.24vids.com/tw-2013254759340519615/amplify_video_thumb/2013254596555157504/img/A7khD54mqIn9LMmD.jpg)
