{ "fetched_at": "2026-10-24T20:00:05Z", "source_url": "https://www.kaggle.com/competitions/aiss-hackathon/data", "pages": [ { "name": "data-description", "content": "##Accident Detection From CCTV Footage\n\nDataset link :- https://www.kaggle.com/datasets/ckay16/accident-detection-from-cctv-footage\n\nLabels:- Not Labeled/annotated; Train, Test and Validation split with Accident and Non-accident folders\n\nDescription:- \nAccident Detection dataset collected from the CCTV footages containing a total of 990 accident and non-accident frames collected from road videos available on YouTube. The 990 files are split in the 791 training frames, 101 test frames and 98 validation frames. \n791 (369-accident, 492-non accident) Training, 101 Test and 98 Validation (52-accident, 46-non accident) frames split in Accident and Non-accident frames in all the three folders.\n\n\nSize:- 262 MB", "isPublished": false, "hasIsPublished": false, "postTitle": "", "hasPostTitle": false, "mimeType": "", "hasMimeType": false }, { "name": "Description", "content": "##The Challenge\nTraffic accidents remain a persistent global threat despite extensive safety efforts.\nTraditional models often centre on single data sources, failing to capture the complex interplay of factors contributing to accidents.\nA holistic, multi-modal approach is needed to understand and mitigate traffic risks effectively.\n\n##The Task\nConstruct a model that seamlessly integrates and analyzes data from various sources:\n- Vehicular data (speed, GPS, sensor readings)\n- Pedestrian behavior (movement patterns, crossings)\n- CCTV footage (traffic flow, potential incidents)\n- Weather conditions (visibility, precipitation)\n- Road infrastructure (layout, signage, condition)\n\nThe model's insights should pinpoint the leading causes of accidents and inform potential preventive measures.\n\nGiven a dataset containing multimodal information such as images, videos, and textual descriptions of road scenes, the goal is to develop a robust accident detection system using a Multimodal Language Model (LLM). The system should accurately classify each scene into one of two categories: \"no accident\" (label 0) or \"accident\" (label 1). \n\n##The Impact\nThis competition has the power to catalyze breakthroughs in transportation safety.\nSuccessful models could become crucial tools for:\n- Improving road design and traffic management\n- Developing targeted awareness campaigns\n- Informing future vehicle safety systems\nLet's make a difference. Join the challenge to design a data-driven future for safer road networks!", "isPublished": false, "hasIsPublished": false, "postTitle": "", "hasPostTitle": false, "mimeType": "", "hasMimeType": false }, { "name": "Evaluation", "content": "Model performance will be measured by its F1 scores in predicting and analyzing actual traffic accidents.\nSolutions offering actionable insights and demonstrable potential to reduce accident frequency and impact will be favoured.\n\nScoring\nData preparation - 20%\nEvaluation - 20 %\nPlots - 20 %\nModel finetuning - 40%\n\nGoogle Form Submission Link - https://forms.gle/bePnpZZZZL6nG7vX9\n\nTop 5 winners will be called for offline presentation of their solution for finals at IIIT-Delhi Campus.", "isPublished": false, "hasIsPublished": false, "postTitle": "", "hasPostTitle": false, "mimeType": "", "hasMimeType": false }, { "name": "rules", "content": "##One account per participant\nYou cannot sign up to Kaggle from multiple accounts and therefore you cannot submit from multiple accounts.\n\n##No private sharing outside teams\nPrivately sharing code or data outside of teams is not permitted. It's okay to share code if made available to all participants on the forums.\n\nTeam Mergers\nTeam mergers are not allowed.\n\nTeam Limits\nThe maximum team size is 1. (individual participation)\n\nSubmission Limits\nYou may submit a maximum of 100 entries per day.\n\nYou may select up to 10 final submissions for judging.\n\nCompetition Timeline\nCompetition Timeline dates (including Entry Deadline, Final Submission Deadline, Start Date, and Team Merger Deadline, as applicable) are reflected on the competition’s Overview > Timeline page.\n\n##COMPETITION-SPECIFIC TERMS\n\nCOMPETITION TITLE: Large Multi-Modal Foundation Model for Traffic Accident Analysis / Detection \n\nTOTAL PRIZES AVAILABLE: 2 Chanakya fellowships\n\nWINNER LICENSE TYPE: Non-exclusive\n\nDATA ACCESS AND USE: Competition Use Only\n\nCompetitions are open to residents of the India and worldwide. Other local rules and regulations may apply to you, so please check your local laws to ensure that you are eligible to participate in skills-based competitions. The Competition Sponsor reserves the right to forego the Prizes where needed to comply with local laws, its internal policies or technical arrangements with Prize payment processor.\n\nENTRY IN THIS COMPETITION CONSTITUTES YOUR ACCEPTANCE OF THESE OFFICIAL COMPETITION RULES.\n\nThe Competition named above is a skills-based competition to promote and further the field of LLMs. You must register via the Competition Website to enter. Your competition submissions (\"Submissions\") must confirm to the requirements stated on the Competition Website. Your Submissions will be scored based on the evaluation metric described on the Competition Website. Subject to compliance with the Competition Rules, Prizes, if any, will be awarded to participants with the best scores, based on the merits of the LLM models submitted. See below for the complete Competition Rules.\n\nA. COMPETITION-SPECIFIC RULES\nIn addition to the provisions of the General Competition Rules below, you understand and agree to these Competition-Specific Rules required by the Competition organisers:\n\nB. GENERAL COMPETITION RULES\n1. BINDING AGREEMENT.\nTo enter the Competition, you must agree to these Official Competition Rules, which incorporate by reference the provisions and content of the Competition Website and any Specific Competition Rules above (collectively, the \"Rules\"). Please read these Rules carefully before entry to ensure you understand and agree. You further agree that submission of an entry in the Competition constitutes agreement to these Rules. You may not submit an entry to the Competition and are not eligible to receive the prizes associated with this Competition (“Prizes”) unless you agree to these Rules. These Rules form a binding legal agreement between you and the Competition Sponsor with respect to the Competition.\n\n2. ELIGIBILITY. \nA. To be eligible to enter the Competition, you must be:\n(i) a registered account holder at Kaggle.com;\n(ii) the older of 18 years old or the age of majority in your jurisdiction of residence (unless otherwise agreed to by Competition Organiser and appropriate parental/guardian consents have been obtained by Competition Organiser);\n\nIf you are entering as a representative of a company, educational institution or other legal entity, or on behalf of your employer, these rules are binding on you, individually, and the entity you represent or are an employee. If you are acting within the scope of your employment, as an employee, contractor, or agent of another party, you warrant that such party has full knowledge of your actions and has consented thereto, including your potential receipt of a Prize. You further warrant that your actions do not violate your employer's or entity's policies and procedures.\n\nThe Competition Organisers reserves the right to verify eligibility and to adjudicate on any dispute at any time. If you provide any false information relating to the Competition concerning your identity, residency, mailing address, telephone number, email address, ownership of right, or information required for entering the Competition, you may be immediately disqualified from the Competition.\n\nB. Unless otherwise stated in the Specific Competition Rules above or prohibited by internal policies of the Competition Entities, employees, interns, contractors, officers and directors of Competition Entities are forbidden to enter and participate in the Competition, and are not eligible to win any Prizes. \"Competition Entities\" means the Competition Organisers, Kaggle Inc., and their respective parent companies, subsidiaries and affiliates. If you are such a participant from a Competition Entity, you are subject to all applicable internal policies of your employer with respect to your participation.\n\n3. COMPETITION PERIOD.\nFor the purposes of Prizes, the Competition will run from the Start Date and time to the Final Submission Deadline (such duration the “Competition Period”). The Competition Timeline is subject to change, and Competition Organiser may introduce additional hurdle deadlines during the Competition Period. Any updated or additional deadlines will be publicized on the Competition Website. It is your responsibility to check the Competition Website regularly to stay informed of any deadline changes. YOU ARE RESPONSIBLE FOR DETERMINING THE CORRESPONDING TIME ZONE IN YOUR LOCATION.\n\n4. COMPETITION ENTRY. \nNO PURCHASE NECESSARY TO ENTER OR WIN. To enter the Competition, you must register on the Competition Website prior to the Entry Deadline, and follow the instructions for developing and entering your Submission through the Competition Website. Your Submissions must be made in the manner and format, and in compliance with all other requirements, stated on the Competition Website (the \"Requirements\"). Submissions must be received before any Submission deadlines stated on the Competition Website. Submissions not received by the stated deadlines will not be eligible to receive a Prize.\n\nSubmissions may not use or incorporate information from hand labelling or human prediction of the validation dataset or test data records.\n\nIf the Competition is a multi-stage competition with temporally separate training and/or test data, one or more valid Submissions may be required during each Competition stage in the manner described on the Competition Website in order for the Submissions to be Prize eligible.\n\nSubmissions are void if they are in whole or part illegible, incomplete, damaged, altered, counterfeit, obtained through fraud, or late. Competition Sponsor reserves the right to disqualify any entrant who does not follow these Rules, including making a Submission that does not meet the Requirements.\n\n5. INDIVIDUALS AND TEAMS.\nA. Individual Account. You may make Submissions only under one, unique Kaggle.com account. You will be disqualified if you make Submissions through more than one Kaggle account, or attempt to falsify an account to act as your proxy. You may submit up to the maximum number of Submissions per day as specified on the Competition Website.\n\n6. COMPETITION DATA.\n\"Competition Data\" means the data or datasets available from the Competition Website for the purpose of use in the Competition, including any prototype or executable code provided on the Competition Website. The Competition Data will contain private and public test sets. Which data belongs to which set will not be made available to participants.\n\nA. Data Access and Use. You may access and use the Competition Data only for participating in the Competition and on Kaggle.com forums. The Competition Organisers reserves the right to disqualify any participant who uses the Competition Data other than as permitted by the Competition Website and these Rules.\n\nB. Data Security. You agree to use reasonable and suitable measures to prevent persons who have not formally agreed to these Rules from gaining access to the Competition Data. You agree not to transmit, duplicate, publish, redistribute or otherwise provide or make available the Competition Data to any party not participating in the Competition. You agree to notify Kaggle immediately upon learning of any possible unauthorized transmission of or unauthorized access to the Competition Data and agree to work with Kaggle to rectify any unauthorized transmission or access.\n\nC. External Data. You may use data other than the Competition Data (“External Data”) to develop and test your Submissions. However, you will ensure the External Data is publicly available and equally accessible to use by all participants of the Competition for purposes of the competition at no cost to the other participants. The ability to use External Data under this Section 6.C (External Data) does not limit your other obligations under these Competition Rules, including but not limited to Section 10 (Winners Obligations).\n\n7. SUBMISSION CODE REQUIREMENTS.\nA. Private Code Sharing. Unless otherwise specifically permitted under the Competition Website or Competition Specific Rules above, during the Competition Period, you are not allowed to privately share source or executable code developed in connection with or based upon the Competition Data or other source or executable code relevant to the Competition (“Competition Code”). This prohibition includes sharing Competition Code between separate Teams, unless a Team merger occurs. Any such sharing of Competition Code is a breach of these Competition Rules and may result in disqualification.\n\nB. Public Code Sharing. You are permitted to publicly share Competition Code, provided that such public sharing does not violate the intellectual property rights of any third party. If you do choose to share Competition Code or other such code, you are required to share it on Kaggle.com on the discussion forum or notebooks associated specifically with the Competition for the benefit of all competitors. By so sharing, you are deemed to have licensed the shared code under an Open Source Initiative-approved license (see www.opensource.org) that in no event limits commercial use of such Competition Code or model containing or depending on such Competition Code.\n\nC. Use of Open Source. Unless otherwise stated in the Specific Competition Rules above, if open source code is used in the model to generate the Submission, then you must only use open source code licensed under an Open Source Initiative-approved license (see www.opensource.org) that in no event limits commercial use of such code or model containing or depending on such code.\n\n8. DETERMINING WINNERS. \nEach Submission will be scored and ranked by the evaluation metric stated on the Competition Website. During the Competition Period, the current ranking will be visible on the Competition Website's public leaderboard. The potential winner(s) are determined solely by the leaderboard ranking on the private leaderboard, subject to compliance with these Rules. The public leaderboard will be based on the public test set and the private leaderboard will be based on the private test set.\n\nIn the event of a tie, the Submission that was entered first to the Competition will be the winner. In the event a potential winner is disqualified for any reason, the Submission that received the next highest score rank will be chosen as the potential winner.\n\nFinal Round for all the top 5 individuals will be based offline pitching on 17th may at IIIT-Delhi Campus.\n\n9. NOTIFICATION OF WINNERS & DISQUALIFICATION.\nThe potential winner(s) will be notified by email.\n\nIf a potential winner (i) does not respond to the notification attempt within 2 days from the first notification attempt or notifies Kaggle within 2 days after the Final Submission Deadline that the potential winner does not want to be nominated as a winner or does not want to receive a Prize, then, in each case (i) and (ii) such potential winner will not receive any Prize, and an alternate potential winner will be selected from among all eligible entries received based on the Competition’s judging criteria.\n\nIn case (i) and (ii) above Kaggle may disqualify the participant. However, in case (ii) above, if requested by Kaggle, such potential winner may provide code and documentation to verify the participant’s compliance with these Rules. If the potential winner provides code and documentation to the satisfaction of Kaggle, the participant will not be disqualified pursuant to this paragraph.\n\nCompetition Organiser reserves the right to disqualify any participant from the Competition if the Competition Organiser reasonably believes that the participant has attempted to undermine the legitimate operation of the Competition by cheating, deception, or other unfair playing practices or abuses, threatens or harasses any other participants, Competition Organiser.\n\nA disqualified participant may be removed from the Competition leaderboard, at Organiser's sole discretion. If a Participant is removed from the Competition Leaderboard, additional winning features associated with the Kaggle competition platform, for example Kaggle points or medals, may also not be awarded.\n\nThe final leaderboard list will be publicly displayed at Kaggle.com. Determinations of Competition Organisers are final and binding.\n\n10. WINNERS OBLIGATIONS.\nAs a condition to being awarded a Prize, a Prize winner must fulfill the following obligations:\n\n(a) deliver to the Competition Organiser the final model's software code as used to generate the winning Submission and associated documentation. The delivered software code should follow these documentation guidelines, must be capable of generating the winning Submission, and contain a description of resources required to build and/or run the executable code successfully. To the extent that the final model’s software code includes generally commercially available software that is not owned by you, but that can be procured by the Competition Sponsor without undue expense, then instead of delivering the code for that software to the Competition Organiser, you must identify that software, method for procuring it, and any parameters or other information necessary to replicate the winning Submission;\n\n(b) grant to the Competition Organiser the license to the winning Submission stated in the Competition Specific Rules above, and represent that you have the unrestricted right to grant that license;\n\n(c) sign and return all Prize acceptance documents as may be required by Competition Organiser, including without limitation: (i) eligibility certifications; (ii) licenses, releases and other agreements required under the Rules.\n\n11. PRIZES. \nPrize(s) are as described on the Competition Website and are only available for winning during the time period described on the Competition Website. The odds of winning any Prize depends on the number of eligible Submissions received during the Competition Period and the skill of the participants.\n\nAll Prizes are subject to Competition Organiser's review and verification of the participant’s eligibility and compliance with these Rules, and the compliance of the winning Submissions with the Submissions Requirements. In the event that the Submission demonstrates non-compliance with these Competition Rules, Competition Organiser may at its discretion take either of the following actions: (i) disqualify the Submission(s); or (ii) require the potential winner to remediate within one week after notice all issues identified in the Submission(s) (including, without limitation, the resolution of license conflicts, the fulfilment of all obligations required by software licenses, and the removal of any software that violates the software restrictions).\n\nA potential winner may decline to be nominated as a Competition winner in accordance with Section 9.\n\nPotential winners must return all required Prize acceptance documents within two (2) weeks following notification of such required documents, or such potential winner will be deemed to have forfeited the prize and another potential winner will be selected. Prize(s) will be awarded within approximately 30 days after receipt by Competition Organiser of the required Prize acceptance documents. Transfer or assignment of a Prize is not allowed.\n\nYou are not eligible to receive any Prize if you do not meet the Eligibility requirements in Section 2 above.\n\n12. GENERAL CONDITIONS. \nAll federal, state, provincial and local laws and regulations apply.\n\n13. PUBLICITY.\nYou agree that Competition Organiser and its affiliates may use your name and likeness for advertising and promotional purposes without additional compensation, unless prohibited by law.\n\n14. PRIVACY.\nYou acknowledge and agree that Competition Organisers may collect, store, share and otherwise use personally identifiable information provided by you during the Kaggle account registration process and the Competition, including but not limited to, name, mailing address, phone number, and email address (“Personal Information”). Kaggle acts as an independent controller with regard to its collection, storage, sharing, and other use of this Personal Information, and will use this Personal Information in accordance with its Privacy Policy , including for administering the Competition. As a Kaggle.com account holder, you have the right to request access to, review, rectification, portability or deletion of any personal data held by Kaggle about you by logging into your account and/or contacting Kaggle Support at .\n\nAs part of Competition Sponsor performing this contract between you and the Competition Organiser, Kaggle will transfer your Personal Information to Competition Organiser, which acts as an independent controller with regard to this Personal Information. As a controller of such Personal Information, Competition Organiser agrees to comply with all Indian and foreign data protection obligations with regard to your Personal Information. Kaggle will transfer your Personal Information to Competition.\n\n15. WARRANTY, INDEMNITY AND RELEASE.\nYou warrant that your Submission is your own original work and, as such, you are the sole and exclusive owner and rights holder of the Submission, and you have the right to make the Submission and grant all required licenses. You agree not to make any Submission that: (i) infringes any third party proprietary rights, intellectual property rights, industrial property rights, personal or moral rights or any other rights, including without limitation, copyright, trademark, patent, trade secret, privacy, publicity or confidentiality obligations, or defames any person; or (ii) otherwise violates any applicable Indian or foreign state or federal law.\n\nTo the maximum extent permitted by law, you indemnify and agree to keep indemnified Competition Entities at all times from and against any liability, claims, demands, losses, damages, costs and expenses resulting from any of your acts, defaults or omissions and/or a breach of any warranty set forth herein. To the maximum extent permitted by law, you agree to defend, indemnify and hold harmless the Competition Entities from and against any and all claims, actions, suits or proceedings, as well as any and all losses, liabilities, damages, costs and expenses (including reasonable attorneys fees) arising out of or accruing from: (a) your Submission or other material uploaded or otherwise provided by you that infringes any third party proprietary rights, intellectual property rights, industrial property rights, personal or moral rights or any other rights, including without limitation, copyright, trademark, patent, trade secret, privacy, publicity or confidentiality obligations, or defames any person; (b) any misrepresentation made by you in connection with the Competition; (c) any non-compliance by you with these Rules or any applicable Indian or foreign state or federal law; (d) claims brought by persons or entities other than the parties to these Rules arising from or related to your involvement with the Competition; and (e) your acceptance, possession, misuse or use of any Prize, or your participation in the Competition and any Competition-related activity.\n\nYou hereby release Competition Entities from any liability associated with: (a) any malfunction or other problem with the Competition Website; (b) any error in the collection, processing, or retention of any Submission; or (c) any typographical or other error in the printing, offering or announcement of any Prize or winners.\n\n16. INTERNET.\nCompetition Entities are not responsible for any malfunction of the Competition Website or any late, lost, damaged, misdirected, incomplete, illegible, undeliverable, or destroyed Submissions or entry materials due to system errors, failed, incomplete or garbled computer or other telecommunication transmission malfunctions, hardware or software failures of any kind, lost or unavailable network connections, typographical or system/human errors and failures, technical malfunction(s) of any telephone network or lines, cable connections, satellite transmissions, servers or providers, or computer equipment, traffic congestion on the Internet or at the Competition Website, or any combination thereof, which may limit a participant’s ability to participate.\n\n17. RIGHT TO CANCEL, MODIFY OR DISQUALIFY.\nIf for any reason the Competition is not capable of running as planned, including infection by computer virus, bugs, tampering, unauthorized intervention, fraud, technical failures, or any other causes which corrupt or affect the administration, security, fairness, integrity, or proper conduct of the Competition, Competition Organisers reserves the right to cancel, terminate, modify or suspend the Competition. Competition Organiser further reserves the right to disqualify any participant who tampers with the submission process or any other part of the Competition or Competition Website. Any attempt by a participant to deliberately damage any website, including the Competition Website, or undermine the legitimate operation of the Competition is a violation of criminal and civil laws. Should such an attempt be made, Competition organiser reserves the right to seek damages from any such participant to the fullest extent of the applicable law.\n\n18. NOT AN OFFER OR CONTRACT OF EMPLOYMENT.\nUnder no circumstances will the entry of a Submission, the awarding of a Prize, or anything in these Rules be construed as an offer or contract of employment with Competition Organiser or any of the Competition Entities. You acknowledge that you have submitted your Submission voluntarily and not in confidence or in trust. You acknowledge that no confidential, fiduciary, agency, employment or other similar relationship is created between you and Competition Organiser or any of the Competition Entities by your acceptance of these Rules or your entry of your Submission.", "isPublished": false, "hasIsPublished": false, "postTitle": "", "hasPostTitle": false, "mimeType": "", "hasMimeType": false }, { "name": "abstract", "content": "##Baseline paper : \n- Large Multi-Modal Foundation Model for Traffic Accident Analysis [https://arxiv.org/pdf/2401.03040 ] \n- ⁠LLM Multimodal Traffic Accident Forecasting [ https://www.mdpi.com/1424-8220/23/22/9225 ] \n\n##Brief Overview: \nMulti-Modal Traffic Accident Analysis for Safer Roads:- Develop an innovative model to analyze diverse traffic data, uncover accident root causes, and proactively suggest preventive solutions.\n\nTo ensure smooth communication, please join our WhatsApp group via the link below:\nhttps://chat.whatsapp.com/Cj3JNa2RmsIArWOznmR1HN", "isPublished": false, "hasIsPublished": false, "postTitle": "", "hasPostTitle": false, "mimeType": "", "hasMimeType": false } ] }